WO2021036876A1 - Method and device for providing live stream auxiliary data, apparatus, and readable medium - Google Patents

Method and device for providing live stream auxiliary data, apparatus, and readable medium Download PDF

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Publication number
WO2021036876A1
WO2021036876A1 PCT/CN2020/109952 CN2020109952W WO2021036876A1 WO 2021036876 A1 WO2021036876 A1 WO 2021036876A1 CN 2020109952 W CN2020109952 W CN 2020109952W WO 2021036876 A1 WO2021036876 A1 WO 2021036876A1
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WIPO (PCT)
Prior art keywords
live broadcast
data
fans
auxiliary data
live
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PCT/CN2020/109952
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French (fr)
Chinese (zh)
Inventor
姜子阳
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北京字节跳动网络技术有限公司
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Publication of WO2021036876A1 publication Critical patent/WO2021036876A1/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/20Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
    • H04N21/21Server components or server architectures
    • H04N21/218Source of audio or video content, e.g. local disk arrays
    • H04N21/2187Live feed
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/20Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
    • H04N21/25Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
    • H04N21/251Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/435Processing of additional data, e.g. decrypting of additional data, reconstructing software from modules extracted from the transport stream
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/43Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
    • H04N21/442Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
    • H04N21/44213Monitoring of end-user related data
    • H04N21/44222Analytics of user selections, e.g. selection of programs or purchase activity
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/466Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H04N21/4667Processing of monitored end-user data, e.g. trend analysis based on the log file of viewer selections
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/45Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
    • H04N21/466Learning process for intelligent management, e.g. learning user preferences for recommending movies
    • H04N21/4668Learning process for intelligent management, e.g. learning user preferences for recommending movies for recommending content, e.g. movies
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N21/00Selective content distribution, e.g. interactive television or video on demand [VOD]
    • H04N21/40Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
    • H04N21/47End-user applications
    • H04N21/478Supplemental services, e.g. displaying phone caller identification, shopping application
    • H04N21/4788Supplemental services, e.g. displaying phone caller identification, shopping application communicating with other users, e.g. chatting

Definitions

  • the present disclosure provides a method, device, equipment, and readable medium for providing live broadcast auxiliary data, which can provide live broadcast auxiliary data for adjusting live broadcast strategies to host users in real time, so as to help anchor users to make real-time and accurate adjustments to subsequent live video content, and attract A large number of fans increase the live broadcast enthusiasm of the anchor users.
  • the present disclosure provides a method for providing live broadcast auxiliary data, and the method includes:
  • the live broadcast auxiliary data is obtained;
  • the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and the anchor fan preference data;
  • the live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the present disclosure also provides a device for providing live broadcast auxiliary data, including:
  • the auxiliary data obtaining module is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user;
  • the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
  • the auxiliary data sending module is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the present disclosure also provides an electronic device, which includes:
  • One or more processors are One or more processors;
  • the present disclosure provides a readable medium on which a computer program is stored, and when the program is executed by a processor, the method for providing live broadcast auxiliary data as described in any embodiment of the present disclosure is realized.
  • FIG. 3 shows a flowchart of another method for providing live broadcast auxiliary data provided by an embodiment of the present disclosure
  • Fig. 5 shows a schematic structural diagram of an electronic device provided by an embodiment of the present disclosure.
  • first and second mentioned in the present disclosure are only used to distinguish different devices, modules or units, and are not used to limit the order or interdependence of the functions performed by these devices, modules or units. relationship.
  • FIG. 1 is a flowchart of a method for providing live broadcast auxiliary data provided by this embodiment.
  • This embodiment may be applicable to a situation where the host user provides live broadcast auxiliary data for optimizing live video content during the live broadcast of the host user.
  • the method may be executed by an apparatus for providing live broadcast auxiliary data or an electronic device.
  • the apparatus may be implemented by at least one of software and hardware, and the apparatus may be configured in the electronic device.
  • the electronic device may be a device corresponding to the back-end live broadcast platform of the application, or a mobile terminal device with an application client installed.
  • the method in this embodiment may include the following steps:
  • S101 Acquire live broadcast auxiliary data during the live broadcast of the live video of the user.
  • this step may trigger the acquisition of the live broadcast auxiliary data in real time or at a fixed time.
  • the acquisition of the live broadcast auxiliary data may be triggered every 10 minutes.
  • an implementable way to obtain live room data of an anchor user may be to analyze the number of fans in the live room from the dimension analysis, monitor the statistics process of the number of viewers in the live room of the anchor user in real time, and obtain the number of real-time fans in the live room as The live room data of the host user; it can also be the live room data of the host user by calculating the change in the number of fans (such as the number of fans increased or decreased) according to the obtained number of watching fans.
  • Another practicable way to obtain the live room data of the host user may be to analyze the interactive comment content of the live room from the dimension of the interactive comment content of the live room, to identify the interactive comment content of the fans in the live room, and extract valuable vocabulary therefrom.
  • the interactive comment content of the fans in the live broadcast room includes at least one of the following content: the comment content in the comment column of the live broadcast room and the barrage content on the live broadcast interface.
  • Valuable vocabulary for example, may be a vocabulary that expresses the evaluation of this live video, such as favorable, general, or bad reviews; it may also be a vocabulary of the favorite content expressed by the fan user in the comment content. How to perform the above-mentioned two implementable processes will be described in detail in subsequent embodiments.
  • Another feasible way to obtain the anchor fan’s preference data can be to obtain the preference characteristic data of each fan through the portrait of each fan of the anchor user, and then conduct a comprehensive analysis of the preference characteristic data of all fans, and extract most of the anchor users’ fans from it.
  • the shared public preference characteristic data serves as the anchor fan preference data. The specific implementation of this implementable manner will be described in detail in subsequent embodiments.
  • S102 Send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the live broadcast auxiliary data when the live broadcast auxiliary data is sent to the anchor user, the live broadcast auxiliary data may be sent to the terminal to which the anchor user belongs or the client corresponding to the anchor user account, where the live broadcast auxiliary data may be a notification Messages, receipt messages of live video, and pop-ups are sent to the anchor user.
  • the anchor user After receiving the live broadcast auxiliary data, the anchor user can optimize the current live broadcast content based on the content on the live broadcast auxiliary data and combine his own live broadcast advantages to improve the quality of subsequent live broadcast videos and attract more fans.
  • the live broadcast auxiliary data when sending the live broadcast auxiliary data to the host user in this step, may be directly sent to the host user, or after the live broadcast auxiliary data is standardized and integrated, the standardized integrated data is sent to Anchor users.
  • the standardized integration processing of the live broadcast auxiliary data may be to call the program code corresponding to the data integration template, use the live broadcast auxiliary data obtained in S101 as input data, and run the data integration template.
  • the data integration template will fill the live broadcast auxiliary data into the corresponding empty area in the data integration template to realize the standardized integration processing of the live broadcast auxiliary data.
  • the processed live broadcast auxiliary data can more clearly and intuitively assist the anchor user to optimize the current live video content.
  • the live broadcast auxiliary data obtained by S101 can be "500, praise, song type, interactive type". Because the live broadcast auxiliary data is too abstract, the obtained live broadcast auxiliary data is directly sent to the host user, which is difficult for the host user to understand.
  • the live broadcast assistance obtained by S101 The data is standardized and integrated, and the processed auxiliary data for the live broadcast is "500 people in the live broadcast room. The fans in the live broadcast room have rated the current live broadcast as positive, the fan's favorite theme type is song, and the fan's favorite live broadcast style is interactive. ".
  • This embodiment provides a method for providing live broadcast auxiliary data.
  • the live broadcast auxiliary data including at least one of the following: live room data of the anchor user and fan preference data of the anchor user is obtained during the live broadcast of the live video of the anchor user, and the The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the solution of this embodiment can provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time to help the host user make real-time and accurate adjustments to the subsequent live video content, thereby attracting a large number of fans and increasing the live broadcast enthusiasm of the host user.
  • the live broadcast related to the anchor user Time data and/or anchor fan preference data can further expand the scope of the live broadcast auxiliary data acquisition, and obtain the auxiliary data related to the live broadcast platform at that time (ie, the live broadcast platform auxiliary data) together with the data obtained in S101 as the live broadcast auxiliary data.
  • the auxiliary data of the live broadcast platform may also include, but is not limited to: at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
  • the video topic distribution data on the site can be the total video resources owned by the live platform site, the distribution of each topic type video in the total video resources, for example, it can be the number of each topic type video, or each topic The proportion of types of videos in total video resources, etc.
  • the way to obtain the video topic distribution data in the site can be: if the live broadcast platform has pre-calculated the distribution of each topic in the site according to the topic type of the existing videos in the live broadcast platform, that is, the video topic distribution data in the site, then the electronic The device can directly interact with the live broadcast platform to obtain the video theme distribution data on the site. It can also be that the live broadcast platform only records the relevant data of the video on the site, and does not count the distribution data of the video on the site.
  • the electronic device can interact with the live broadcast platform to obtain the subject type of all the videos on the site from the live broadcast platform, and then count each The number of videos corresponding to each topic type is calculated, and then the distribution number or proportion of each topic type video in the site in the live platform site is calculated as the video topic distribution data in the site.
  • it may also be based on the video theme distribution data in the station, and the scarce theme in the station is used as the live broadcast auxiliary data, that is, as the live broadcast theme recommended for the anchor user to adjust subsequently.
  • the scarce topic can refer to the type of video topic that is lacking in the live broadcast platform.
  • the number of fans in the live broadcast room of the site may be the value of the number of fans in each live room currently being broadcast by the live broadcast platform, the average number of fans, and the distribution of the number of fans, etc.
  • the way to obtain the number of fans in the live broadcast room of the station can be: electronic equipment monitors the number of fans in each live room in the station through the live broadcast platform, and performs related processing operations on the number of fans in each live room to obtain the number of fans in the live broadcast room. .
  • it can be the average of the number of fans watching in all live broadcast rooms to obtain the average number of fans in the live broadcast room; it can also be the statistics of the distribution of the number of fans in the live broadcast room in the station to obtain the live room corresponding to each fan number interval Quantity; it can also be in other ways, which is not limited in this embodiment.
  • the fan preference data in the site may be data such as the type of live broadcast theme, the live broadcast style, and the live broadcast time preferred by the currently online fans in the live broadcast platform.
  • the preference data of the fans on the site in this embodiment may be preference data shared by most of the selected fans after the preference data of the online fans on the site are counted.
  • the method of obtaining the fan preference data in the site may be similar to the method of obtaining the anchor fan preference data, and the specific obtaining method will be described in detail in subsequent embodiments.
  • the live broadcast platform auxiliary data is combined with at least one of the following as the live broadcast auxiliary data: live room data of the anchor user and the anchor fan preference data.
  • FIGS. 2A-2B show a flowchart of another method for providing live broadcast assistance data provided by this embodiment; this embodiment is optimized on the basis of the optional solutions provided in the above embodiment, and how to obtain live broadcast assistance In the data, the live room data of the host user and the fan preference data of the host are introduced in detail.
  • FIG. 2A shows a flowchart of an implementable manner of performing a method for providing live broadcast auxiliary data when the live broadcast auxiliary data is the live room data of the host user.
  • the specific implementation steps include:
  • this step can be to monitor the viewer statistics process in the live broadcast room of the anchor user in real time or every preset time (such as 10 minutes) during the live broadcast of the live video of the anchor user, so as to obtain the current fans of the anchor user in the live broadcast room. Quantity.
  • the number of watching fans monitored in S201 can be used as the live room data of the anchor user; it can also be the change in the number of watching fans determined in S202 as the live room data of the anchor user; or it can be monitored in S201
  • the number of watched fans and the change of the number of watched fans determined in S202 are used as the live room data of the anchor user.
  • S204 Send the live room data of the anchor user to the anchor user, so that the anchor user optimizes the current live video content according to the live room data of the anchor user.
  • FIG. 2B shows a flowchart of another implementable manner of performing a method for providing live broadcast auxiliary data when the live broadcast auxiliary data is the live room data of the host user.
  • the specific implementation steps include:
  • this step may be to obtain the current interactive comment content of the live broadcast room where the host user is located in real time during the live broadcast of the live video of the host user; it may also be to obtain the content within the preset time period every preset time (such as 10 minutes).
  • the interactive comment content of the live broadcast room where the host user is located is located.
  • at least one of recognition is performed on the acquired interactive comment content: text recognition and semantic recognition, and the keyword vocabulary is determined.
  • An implementable manner of the specific determination method may be to preset some candidate evaluation vocabulary and candidate preference vocabulary.
  • the preset candidate evaluation vocabulary includes: good, medium, bad, and wonderful.
  • the pre-set candidate favorite words include: like, love, obsession, and addiction.
  • the suffix words of the candidate favorite words in the interactive comment content are used as the favorite content words. For example, if the favorite vocabulary that is successfully matched is "like" and the interactive comment content is "like popular songs", then the favorite suffix word "popular song” in the interactive comment content may be used as the favorite content vocabulary.
  • S206 Determine the weight value of the keyword according to the frequency of occurrence of the keyword in the interactive comment content.
  • the number of keywords determined in S205 is usually more than one .
  • the keyword determined in S205 is one, the keyword can be directly used as the live room data of the host user. If the number of keywords determined in S205 is large, if all keywords are used as the live broadcast room data of the host user, it will cause more live broadcast auxiliary data and poor accuracy, which will affect the accuracy of the host user's adjustment of subsequent live broadcast content. .
  • this step may be to count the frequency of occurrence of the keyword determined in S205 in the interactive comment content of the live broadcast room. If the frequency of occurrence of the keyword is more, the weight value corresponding to the keyword is larger. For example, the frequency of occurrence of each keyword may be directly used as the weight value of the keyword.
  • this step may be to associate the keywords determined in S205 with the weight value of each keyword determined in S206 and directly use them as the live room data of the host user.
  • the keywords determined in S205 are "good reviews, bad reviews, songs and dances”
  • S206 sequentially determines the weight values of the above keywords to be "256, 51, 179, 3”
  • “Good reviews-256, bad reviews-51, songs-179, dance-3” are the live room data of the anchor users.
  • this embodiment can filter multiple keywords that generate the live room data of the host user to select valuable keywords As the live room data of the host user.
  • the keywords determined in S205 are sorted, and one or more keywords in the top ranking are selected as the live room data of the host user.
  • the weight can be selected from the keywords.
  • the evaluation vocabulary with the first value, the favorite content vocabulary with the first weight value, and the weight value of the two words are used as the live room data of the host user.
  • S208 Send the live room data of the anchor user to the anchor user, so that the anchor user optimizes the current live video content based on the live room data of the anchor user.
  • S210 Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan.
  • the user portrait model may be a neural network model that is trained in advance based on a large amount of sample data, and can outline the fan portrait of the fan according to the detailed information of the fan.
  • the sample data may include a large number of detailed information of different characters and fan portraits corresponding to different characters.
  • Fan portraits can be a tool for delineating multi-dimensional features such as attribute characteristics, behavioral characteristics, or preferences of fans, and can be abstracted into labels for each dimension, and these labels are used to accurately draw fan portraits.
  • the detailed data of the anchor user's fans obtained from the live broadcast platform in S209 are used as input parameters to call and run the program code of the user portrait model.
  • the user portrait model will be based on the input details of the anchor user's fans
  • the data is analyzed and processed, and the fan portraits of the fans of the anchor user are drawn.
  • the number of anchor users’ fans is relatively large.
  • the fans of the host user can be screened, high-quality fans can be selected, and fan portraits can be generated for the host user.
  • the specific execution process may be to determine whether at least one of the ratings and consumption conditions of the anchor user's fans meets the high-quality evaluation standard; and input the detailed data of the anchor user's fans that meet the high-quality evaluation standard into the user portrait model.
  • the high-quality evaluation standard can be a preset evaluation standard for judging whether a fan is a high-quality fan.
  • the electronic device in this step can obtain the fan portrait of each anchor user’s fan for S210, from each In the fan portrait, the tag corresponding to the favorite feature is searched, and then the favorite feature data corresponding to the tag is obtained.
  • the preference feature data obtained in S211 may not be the same. If the preference characteristics of all fans are changed The data are all used as fan preference data, and there will be a wider range of fan preference data, which greatly reduces the value of fan preference data. For example, if 100 types of anchor fan preference data are provided to anchor users, it is difficult for anchor users to obtain truly valuable data information. In view of this situation, this step may be to count the number of appearances of each preference feature data obtained in S211, and find one or more preference feature data with the most occurrences as the common preference feature data shared by most fans. Since the public preference characteristic data is valuable preference characteristic data extracted from a large amount of preference characteristic data, the public preference characteristic data can be used as the anchor fan preference data.
  • S213 Send the anchor fan preference data to the anchor user, so that the anchor user optimizes the current live video content according to the live room data of the anchor user.
  • This embodiment provides a method for providing live broadcast auxiliary data.
  • multi-dimensional anchor auxiliary data is obtained, that is, data related to the number of fans in the live broadcast room, and data related to the fans in the live broadcast room. At least one of interactive comment content-related data and anchor fan preference data.
  • different acquisition rules are set correspondingly.
  • the live broadcast auxiliary data is obtained in real time according to the acquisition rules of each anchor auxiliary data Sent to the host user. This helps the anchor users to make real-time and accurate adjustments to the follow-up live video content in real time, attract a large number of fans, and increase the live broadcast enthusiasm of the anchor users.
  • FIG. 3 shows a flowchart of another method for providing live broadcast auxiliary data provided by this embodiment; this embodiment is optimized on the basis of the optional solutions provided in the foregoing embodiment, and provides a live broadcast auxiliary data Provide a detailed introduction of a preferred example of the method.
  • the method in this embodiment may include the following steps:
  • S301 Acquire live broadcast auxiliary data during the live broadcast of the live video of the user.
  • the live broadcast auxiliary data includes at least one of the following: live broadcast room data of the anchor user and the anchor fan preference data;
  • S302 Predict the live broadcast income according to the live broadcast auxiliary data.
  • the live broadcast income of the host user may also be predicted based on the live broadcast auxiliary data.
  • the specific prediction method may include at least one of the following situations:
  • the live broadcast auxiliary data includes the number of viewing fans in the live room data of the host user, it may be that the higher the number of viewing fans, the more the live broadcast revenue is predicted.
  • the live broadcast auxiliary data includes the change in the number of viewing fans in the live room data of the host user, it may be that if the change in the number of viewing fans is an increase in the number, the more the number increases, the more the live broadcast revenue is predicted; The quantity change is decreasing, and the more the quantity decreases, the less the live broadcast revenue is predicted.
  • the live broadcast auxiliary data includes the anchor fan preference data, it can be obtained from the anchor user’s user portrait that the anchor is good at live broadcast content and live broadcast format.
  • the live broadcast auxiliary data includes the site video theme distribution data in the live broadcast platform auxiliary data, it can be judged that the current live broadcast video theme type of the anchor user corresponds to the theme distribution in the station, and the current live video theme type is the video data currently in the site. The smaller the number, the scarcer the current live broadcast theme type, that is, the higher the predicted live broadcast revenue.
  • the live broadcast auxiliary data includes the number of fans in the live broadcast room in the live broadcast platform auxiliary data, it can be judged that the number of fans watching the current live video of the host user exceeds the value of the average number of fans in the live broadcast room.
  • the live broadcast auxiliary data includes the fan preference data in the live broadcast platform auxiliary data
  • the corresponding method for predicting live broadcast revenue may be similar to the above method for predicting live broadcast revenue based on the anchor fan preference data, which will not be repeated here.
  • S303 Send the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user, so that the anchor user optimizes the current live video content based on the live broadcast auxiliary data.
  • This embodiment provides a method for providing live broadcast auxiliary data.
  • the live broadcast auxiliary data is obtained during the live broadcast of the live video of the host user, and after the live broadcast income is predicted based on the live broadcast auxiliary data, the live broadcast auxiliary data and the predicted live broadcast income value Sent to the anchor user, so that the anchor user optimizes the current live video content based on the live broadcast auxiliary data.
  • the solution of this embodiment can not only provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time, so as to help the host user make real-time and accurate adjustments to the subsequent live video content, attracting a large number of fans; it can also directly give the host user directly by predicting the live broadcast revenue. Revenue is expected to stimulate and increase the launch rate of anchor users.
  • FIG. 4 shows a schematic structural diagram of an apparatus for providing live broadcast auxiliary data provided by this embodiment.
  • This embodiment may be suitable for the host user to provide live broadcast auxiliary data for optimizing live video content during the live broadcast of the host user.
  • the device can be implemented by at least one of software and hardware, and the device is integrated in an electronic device that executes the above-mentioned method for providing live broadcast auxiliary data. As shown in FIG. 4, the device can include:
  • the auxiliary data obtaining module 401 is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user;
  • the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
  • the auxiliary data sending module 402 is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • This embodiment provides an apparatus for providing live broadcast auxiliary data.
  • the live broadcast auxiliary data including at least one of the following is obtained: the live room data of the host user and the fan preference data of the host, and the The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the solution of this embodiment can provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time to help the host user make real-time and accurate adjustments to the subsequent live video content, attract a large number of fans, and increase the live broadcast enthusiasm of the host user.
  • the auxiliary data acquisition module 401 is configured to:
  • the number of watching fans determine the change in the number of watching fans
  • the auxiliary data acquisition module 401 executes the determination of the change in the number of viewing fans according to the number of viewing fans, it is configured as follows:
  • the auxiliary data acquisition module 401 is further configured to:
  • the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
  • the keyword vocabulary and the weight value of the keyword vocabulary are used as the live room data of the host user.
  • the auxiliary data acquisition module 401 is configured to:
  • the public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
  • auxiliary data acquisition module 401 executes inputting the detailed data of the anchor user's fans into the user portrait model, it is configured as follows:
  • this embodiment includes a computer program product, including a computer program carried on a non-transitory computer-readable medium, and the computer program includes program code for executing the method shown in the flowchart.
  • the computer program may be downloaded and installed from the network through the communication device 509, or installed from the storage device 508, or installed from the ROM 502.
  • the processing device 501 the above-mentioned functions defined in the method of this embodiment are executed.
  • the aforementioned computer-readable medium in the present disclosure may be a computer-readable signal medium or a computer-readable storage medium, or any combination of the two.
  • the computer-readable storage medium may include, but is not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or a combination of any of the above, for example. More specific examples of computer-readable storage media may include, but are not limited to: electrical connections with one or more wires, portable computer disks, hard disks, RAM, ROM, Erasable Programmable Read-Only Memory, EPROM) or flash memory, optical fiber, compact Disc Read-Only Memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the foregoing.
  • CD-ROM compact Disc Read-Only Memory
  • a computer-readable storage medium may be any tangible medium that contains or stores a program, and the program may be used by or in combination with an instruction execution system, apparatus, or device.
  • a computer-readable signal medium may include a data signal propagated in a baseband or as a part of a carrier wave, and a computer-readable program code is carried therein. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing.
  • the computer-readable signal medium may also be any computer-readable medium other than the computer-readable storage medium.
  • the computer-readable signal medium may send, propagate, or transmit the program for use by or in combination with the instruction execution system, apparatus, or device .
  • the program code contained on the computer-readable medium can be transmitted by any suitable medium, including but not limited to: wire, optical cable, radio frequency (RF), etc., or any suitable combination of the foregoing.
  • the electronic device can communicate with any currently known or future developed network protocol such as HTTP (HyperText Transfer Protocol), and can communicate with any form or medium of digital data (
  • communication networks are interconnected.
  • Examples of communication networks include Local Area Network (LAN), Wide Area Network (WAN), the Internet (for example, the Internet), and end-to-end networks (for example, ad hoc end-to-end networks), and any currently available Know or develop a network in the future.
  • the above-mentioned computer-readable medium may be included in the above-mentioned electronic device; or it may exist alone without being assembled into the electronic device.
  • the above-mentioned computer-readable medium carries one or more programs, and when the above-mentioned one or more programs are executed by the electronic device, the internal process of the electronic device is executed: in the process of broadcasting the user's live video, the live broadcast auxiliary data is obtained;
  • the live broadcast auxiliary data includes the live room data of the anchor user and/or the fan preference data of the anchor; the live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the computer program code used to perform the operations of the present disclosure may be written in one or more programming languages or a combination thereof.
  • the above-mentioned programming languages include, but are not limited to, object-oriented programming languages such as Java, Smalltalk, C++, and Including conventional procedural programming languages-such as "C" language or similar programming languages.
  • the program code can be executed entirely on the user's computer, partly on the user's computer, executed as an independent software package, partly on the user's computer and partly executed on a remote computer, or entirely executed on the remote computer or server.
  • the remote computer may be connected to the user's computer through any kind of network, including a LAN or WAN, or may be connected to an external computer, for example, using an Internet service provider to connect through the Internet.
  • each block in the flowchart or block diagram may represent a module, program segment, or part of code, and the module, program segment, or part of code contains one or more for realizing the specified logical function Executable instructions.
  • the functions marked in the block may also occur in a different order from the order marked in the drawings. For example, two blocks shown in succession can actually be executed substantially in parallel, and they can sometimes be executed in the reverse order, depending on the functions involved.
  • each block in the block diagram and/or flowchart, and the combination of the blocks in the block diagram and/or flowchart can be implemented by a dedicated hardware-based system that performs the specified functions or operations Or it can be realized by a combination of dedicated hardware and computer instructions.
  • the units involved in the description of this embodiment can be implemented in software or hardware. Among them, the name of the unit does not constitute a limitation on the unit itself under certain circumstances.
  • exemplary types of hardware logic components include: Field Programmable Gate Array (FPGA), Application Specific Integrated Circuit (ASIC), and application specific standard products (Application Specific Standard Product, ASSP), System on a Chip (SOC), Complex Programmable Logic Device (CPLD), etc.
  • FPGA Field Programmable Gate Array
  • ASIC Application Specific Integrated Circuit
  • ASSP Application Specific Standard Product
  • SOC System on a Chip
  • CPLD Complex Programmable Logic Device
  • a computer-readable medium may be a tangible medium, and the computer-readable medium may contain or store a program for use by the instruction execution system, apparatus, or device or in combination with the instruction execution system, apparatus, or device.
  • a method for providing live broadcast auxiliary data is provided, the method including:
  • the live broadcast auxiliary data is obtained;
  • the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and the anchor fan preference data;
  • the live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • acquiring the live broadcast auxiliary data includes:
  • a real-time change curve graph of the number of viewing fans is drawn as the change of the number of viewing fans.
  • determining the change in the number of viewing fans according to the number of viewing fans includes:
  • acquiring the live broadcast auxiliary data includes:
  • the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
  • the keyword vocabulary and its weight value are used as the live room data of the host user.
  • inputting detailed data of the anchor user's fans into the user portrait model includes:
  • the detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
  • sending the live broadcast auxiliary data to the anchor user includes:
  • the auxiliary data sending module is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  • the auxiliary data acquisition module in the above-mentioned apparatus is configured to:
  • the number of watching fans determine the change in the number of watching fans
  • the auxiliary data acquisition module in the above-mentioned device executes the determination of the change in the number of viewing fans according to the number of viewing fans, it is configured to:
  • the auxiliary data acquisition module in the above-mentioned apparatus is further configured to:
  • the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
  • the keyword vocabulary and its weight value are used as the live room data of the host user.
  • the auxiliary data acquisition module in the above-mentioned device is configured to:
  • the public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
  • the auxiliary data acquisition module in the above-mentioned device executes inputting detailed data of the anchor user's fans into the user portrait model, it is configured to:
  • the detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
  • the auxiliary data acquisition module in the above-mentioned device is further configured to:
  • auxiliary data of the live broadcast platform includes at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
  • the above-mentioned device further includes:
  • the auxiliary data sending module in the above-mentioned device is specifically configured as follows:
  • Memory configured to store one or more programs

Abstract

Disclosed are a method and device for providing live stream auxiliary data, an apparatus, and a readable medium. The method for providing live stream auxiliary data comprises: obtaining live stream auxiliary data when a streamer user is broadcasting a live video stream, wherein the live stream auxiliary data comprises at least one of the following: live stream room data pertaining to the streamer user, and fan preference data pertaining to the streamer user; and sending the live stream auxiliary data to the streamer user, such that the streamer user optimizes the current content of the live video stream according to the live stream auxiliary data.

Description

直播辅助数据的提供方法、装置、设备及可读介质Method, device, equipment and readable medium for providing live broadcast auxiliary data
本申请要求在2019年08月30日提交中国专利局、申请号为201910816836.1的中国专利申请的优先权,以上申请的全部内容通过引用结合在本申请中。This application claims the priority of a Chinese patent application filed with the Chinese Patent Office with an application number of 201910816836.1 on August 30, 2019. The entire content of the above application is incorporated into this application by reference.
技术领域Technical field
本公开涉及互联网技术领域,例如涉及一种直播辅助数据的提供方法、装置、设备及可读介质。The present disclosure relates to the field of Internet technology, for example, to a method, device, device, and readable medium for providing live broadcast auxiliary data.
背景技术Background technique
目前,在直播视频类应用程序中,主播用户可以通过开启视频直播功能,来吸引直播平台上的粉丝用户观看。主播用户在直播视频的过程中,不仅要完成对主题类型内容的直播,还要实现与粉丝用户的互动,因此很难实时准确的发现直播视频热度的变化以及热度变化的原因,进而严重影响主播用户对后续直播视频内容调整的实时性和准确性。Currently, in live video applications, anchor users can attract fans on the live broadcast platform to watch by turning on the live video function. In the process of live video, the host user not only has to complete the live broadcast of the topic type content, but also realizes the interaction with the fan users. Therefore, it is difficult to accurately discover the changes in the popularity of the live video and the reasons for the changes in the live video in real time, which will seriously affect the host. The real-time and accuracy of the user's adjustment to the subsequent live video content.
发明内容Summary of the invention
本公开提供一种直播辅助数据的提供方法、装置、设备及可读介质,能够实时为主播用户提供调整直播策略的直播辅助数据,来帮助主播用户对后续直播视频内容进行实时准确的调整,吸引大量的粉丝,提高主播用户的直播热情。The present disclosure provides a method, device, equipment, and readable medium for providing live broadcast auxiliary data, which can provide live broadcast auxiliary data for adjusting live broadcast strategies to host users in real time, so as to help anchor users to make real-time and accurate adjustments to subsequent live video content, and attract A large number of fans increase the live broadcast enthusiasm of the anchor users.
本公开提供了一种直播辅助数据的提供方法,该方法包括:The present disclosure provides a method for providing live broadcast auxiliary data, and the method includes:
在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;During the live broadcast of the live video of the anchor user, the live broadcast auxiliary data is obtained; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and the anchor fan preference data;
将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
本公开还提供了一种直播辅助数据的提供装置,包括:The present disclosure also provides a device for providing live broadcast auxiliary data, including:
辅助数据获取模块,配置为在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;The auxiliary data obtaining module is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
辅助数据发送模块,配置为将所述直播辅助数据发送至所述主播用户,以 使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The auxiliary data sending module is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
本公开还提供了一种电子设备,该电子设备包括:The present disclosure also provides an electronic device, which includes:
一个或多个处理器;One or more processors;
存储器,配置为存储一个或多个程序;Memory, configured to store one or more programs;
当所述一个或多个程序被所述一个或多个处理器执行,使得所述一个或多个处理器实现如本公开任一实施例所述的直播辅助数据的提供方法。When the one or more programs are executed by the one or more processors, the one or more processors implement the method for providing live auxiliary data according to any embodiment of the present disclosure.
本公开提供了一种可读介质,其上存储有计算机程序,该程序被处理器执行时实现如本公开任一实施例所述的直播辅助数据的提供方法。The present disclosure provides a readable medium on which a computer program is stored, and when the program is executed by a processor, the method for providing live broadcast auxiliary data as described in any embodiment of the present disclosure is realized.
附图说明Description of the drawings
图1示出了本公开实施例提供的一种直播辅助数据的提供方法的流程图;FIG. 1 shows a flowchart of a method for providing live broadcast auxiliary data provided by an embodiment of the present disclosure;
图2A-2C示出了本公开实施例提供的另一种直播辅助数据的提供方法的流程图;2A-2C show a flowchart of another method for providing live broadcast auxiliary data provided by an embodiment of the present disclosure;
图3示出了本公开实施例提供的另一种直播辅助数据的提供方法的流程图;FIG. 3 shows a flowchart of another method for providing live broadcast auxiliary data provided by an embodiment of the present disclosure;
图4示出了本公开实施例提供的一种直播辅助数据的提供装置的结构示意图;FIG. 4 shows a schematic structural diagram of an apparatus for providing live broadcast auxiliary data provided by an embodiment of the present disclosure;
图5示出了本公开实施例提供的一种电子设备的结构示意图。Fig. 5 shows a schematic structural diagram of an electronic device provided by an embodiment of the present disclosure.
具体实施方式detailed description
下面结合附图和实施例对本公开作进一步的详细说明。本公开的方法实施方式中记载的步骤可以按照不同的顺序执行,和/或并行执行。此外,方法实施方式可以包括附加的步骤和/或省略执行示出的步骤。本文使用的术语“包括”及其变形是开放性包括,即“包括但不限于”。术语“基于”是“至少部分地基于”。术语“一个实施例”表示“至少一个实施例”;术语“另一实施例”表示“至少一个另外的实施例”;术语“一些实施例”表示“至少一些实施例”。其他术语的相关定义将在下文描述中给出。The present disclosure will be further described in detail below with reference to the accompanying drawings and embodiments. The steps recorded in the method embodiments of the present disclosure may be executed in a different order, and/or executed in parallel. In addition, method implementations may include additional steps and/or omit to perform the illustrated steps. The term "including" and its variations as used herein are open-ended includes, that is, "including but not limited to". The term "based on" is "based at least in part on." The term "one embodiment" means "at least one embodiment"; the term "another embodiment" means "at least one additional embodiment"; the term "some embodiments" means "at least some embodiments." Related definitions of other terms will be given in the following description.
本公开中提及的“第一”、“第二”等概念仅用于对不同的装置、模块或单元进行区分,并非用于限定这些装置、模块或单元所执行的功能的顺序或者相 互依存关系。The concepts of "first" and "second" mentioned in the present disclosure are only used to distinguish different devices, modules or units, and are not used to limit the order or interdependence of the functions performed by these devices, modules or units. relationship.
本公开中提及的“一个”、“多个”的修饰是示意性而非限制性的,本领域技术人员应当理解,除非在上下文另有明确指出,否则应该理解为“一个或多个”。本公开实施方式中的多方之间所交互的消息或者信息的名称仅用于说明性的目的,而并不是用于对这些消息或信息的范围进行限制。The modifications of "a" and "a plurality" mentioned in the present disclosure are illustrative and not restrictive, and those skilled in the art should understand that unless the context clearly indicates otherwise, they should be interpreted as "one or more" . The names of messages or information exchanged between multiple parties in the embodiments of the present disclosure are only used for illustrative purposes, and are not used to limit the scope of these messages or information.
图1为本实施例提供的一种直播辅助数据的提供方法的流程图,本实施例可适用于在主播用户直播的过程中,为主播用户提供用于优化直播视频内容的直播辅助数据的情况,该方法可以由直播辅助数据的提供装置或电子设备来执行,该装置可以通过软件和硬件至少之一的方式来实现,该装置可以配置在电子设备中。FIG. 1 is a flowchart of a method for providing live broadcast auxiliary data provided by this embodiment. This embodiment may be applicable to a situation where the host user provides live broadcast auxiliary data for optimizing live video content during the live broadcast of the host user. The method may be executed by an apparatus for providing live broadcast auxiliary data or an electronic device. The apparatus may be implemented by at least one of software and hardware, and the apparatus may be configured in the electronic device.
可选的,该电子设备可以是应用程序的后端直播平台对应的设备,还可以是安装有应用程序客户端的移动终端设备。Optionally, the electronic device may be a device corresponding to the back-end live broadcast platform of the application, or a mobile terminal device with an application client installed.
可选的,如图1所示,本实施例中的方法可以包括如下步骤:Optionally, as shown in FIG. 1, the method in this embodiment may include the following steps:
S101,在主播用户直播视频的过程中,获取直播辅助数据。S101: Acquire live broadcast auxiliary data during the live broadcast of the live video of the user.
直播辅助数据可以是辅助主播用户优化调整直播视频主题类型、直播风格以及直播内容的数据,直播辅助数据可以包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据。可选的,主播用户的直播间数据可以是从主播用户的直播间内存在的内容中提取出来的可对主播用户进行直播视频调整起到辅助作用的数据。该主播用户的直播间数据可以包括:与直播间中观看当前直播视频的粉丝数量相关的数据,例如,可以包括以下至少之一:观看当前直播视频的粉丝数量和观看当前直播视频的粉丝数量的变化情况。该主播用户的直播间数据还可以包括:与直播间中粉丝的互动评论内容相关的数据,例如,可以包括以下至少之一:粉丝在评论中表明的对直播视频的评价意见(如好评、中评或差评等)和粉丝在评论中表明的自己喜好的内容(如喜好的主题类型、喜好的直播风格等)。主播粉丝喜好数据可以是从主播用户的粉丝所具备的某些共性特征中提取出的可对主播用户进行直播视频调整起到辅助作用的数据。该主播粉丝喜好数据可以包括:主播用户的粉丝平时喜好观看的直播的主题类型、 直播风格、直播时段等等。The live broadcast auxiliary data may be data that assists the host user to optimize and adjust the live video theme type, live broadcast style, and live broadcast content. The live broadcast auxiliary data may include at least one of the following: live room data of the host user and preference data of the host's fans. Optionally, the live room data of the anchor user may be data extracted from the content in the live room of the anchor user, which can assist the anchor user in adjusting the live video of the anchor user. The live broadcast room data of the host user may include: data related to the number of fans watching the current live video in the live broadcast room, for example, may include at least one of the following: the number of fans watching the current live video and the number of fans watching the current live video Changes. The live broadcast room data of the host user may also include: data related to the interactive comment content of the fans in the live broadcast room. For example, it may include at least one of the following: comments on the live video indicated by the fans in the comments (such as praise, middle Reviews or bad reviews, etc.) and the content of their preferences indicated by fans in the comments (such as preferred topic types, preferred live broadcast styles, etc.). The anchor fan preference data may be data extracted from some common characteristics possessed by the anchor user's fans, which can assist the anchor user in adjusting the live video. The anchor fan preference data may include: the theme type, the live broadcast style, and the live broadcast time period of the live broadcast that the fans of the anchor user usually like to watch.
可选的,在主播用户直播视频的过程中,本步骤可以实时或定时触发获取一次直播辅助数据,例如可以每隔10分钟触发获取一次直播辅助数据。具体的,获取主播用户的直播间数据的一种可实施方式可以是从直播间观看粉丝数量的维度分析,实时监测主播用户的直播间的观看人数统计进程,获取直播间的实时观看粉丝数量作为主播用户的直播间数据;还可以是根据获取的观看粉丝数量,计算粉丝数量的变化情况(如增加或减少的粉丝数量)作为主播用户的直播间数据。获取主播用户的直播间数据的另一种可实施方式可以是从直播间的互动评论内容的维度分析,对粉丝在直播间中的互动评论内容进行识别,从中提取出有价值的词汇。粉丝在直播间中的互动评论内容例如包括以下至少之一的内容:直播间评论栏中的评论内容和直播界面上的弹幕内容。有价值的词汇例如,可以是好评、一般或差评等表达对本次直播视频评价的词汇;还可以是粉丝用户在评论内容中表达的喜好内容的词汇。具体如何执行上述两种可实施方式的过程将在后续实施例进行详细介绍。Optionally, in the process of broadcasting the live video of the user, this step may trigger the acquisition of the live broadcast auxiliary data in real time or at a fixed time. For example, the acquisition of the live broadcast auxiliary data may be triggered every 10 minutes. Specifically, an implementable way to obtain live room data of an anchor user may be to analyze the number of fans in the live room from the dimension analysis, monitor the statistics process of the number of viewers in the live room of the anchor user in real time, and obtain the number of real-time fans in the live room as The live room data of the host user; it can also be the live room data of the host user by calculating the change in the number of fans (such as the number of fans increased or decreased) according to the obtained number of watching fans. Another practicable way to obtain the live room data of the host user may be to analyze the interactive comment content of the live room from the dimension of the interactive comment content of the live room, to identify the interactive comment content of the fans in the live room, and extract valuable vocabulary therefrom. The interactive comment content of the fans in the live broadcast room, for example, includes at least one of the following content: the comment content in the comment column of the live broadcast room and the barrage content on the live broadcast interface. Valuable vocabulary, for example, may be a vocabulary that expresses the evaluation of this live video, such as favorable, general, or bad reviews; it may also be a vocabulary of the favorite content expressed by the fan user in the comment content. How to perform the above-mentioned two implementable processes will be described in detail in subsequent embodiments.
可选的,本步骤获取主播粉丝喜好数据的一种可实施方式可以是从直播平台获取主播用户的粉丝的历史观看数据和操作数据,将所有粉丝的历史观看数据和操作数据中粉丝观看、收藏或评论次数最多的直播主题类型和直播风格作为粉丝喜好的主题类型和直播风格;将观看时间分布最多的时段作为粉丝喜好的观看时段。此时将确定的粉丝喜好的主题类型、直播风格和观看时段作为主播粉丝喜好数据。获取主播粉丝喜好数据的另一种可实施方式可以是通过主播用户的每个粉丝画像获取每个粉丝的喜好特征数据,然后对所有粉丝喜好特征数据进行综合分析,从中提取出主播用户的多数粉丝所共有的公共喜好特征数据作为主播粉丝喜好数据。该可实施方式的具体实现方式将在后续实施例进行详细介绍。Optionally, an achievable way to obtain the anchor fan preference data in this step may be to obtain the anchor user’s fan historical viewing data and operation data from the live broadcast platform, and add all the fan’s historical viewing data and operation data to fan viewing and favorites. Or the live broadcast theme type and live broadcast style with the most comments as the fan's favorite theme type and live broadcast style; the time period with the most viewing time distribution is regarded as the fan's favorite viewing time period. At this time, the determined theme type, live broadcast style, and viewing period of the fans are used as the anchor fan preference data. Another feasible way to obtain the anchor fan’s preference data can be to obtain the preference characteristic data of each fan through the portrait of each fan of the anchor user, and then conduct a comprehensive analysis of the preference characteristic data of all fans, and extract most of the anchor users’ fans from it. The shared public preference characteristic data serves as the anchor fan preference data. The specific implementation of this implementable manner will be described in detail in subsequent embodiments.
S102,将直播辅助数据发送至主播用户,以使主播用户依据直播辅助数据优化当前直播视频内容。S102: Send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
可选的,在本实施例中,将直播辅助数据发送至主播用户时,可以是向主播用户所属终端或主播用户账号对应的客户端发送该直播辅助数据,其中,直播辅助数据可以是以通知消息、直播视频的回执消息、弹窗等形式发送给主播 用户。主播用户在接收到该直播辅助数据后,可以根据直播辅助数据上的内容,结合自己的直播优势,对当前直播内容进行优化,以提高后续直播视频的质量,吸引更多的粉丝。Optionally, in this embodiment, when the live broadcast auxiliary data is sent to the anchor user, the live broadcast auxiliary data may be sent to the terminal to which the anchor user belongs or the client corresponding to the anchor user account, where the live broadcast auxiliary data may be a notification Messages, receipt messages of live video, and pop-ups are sent to the anchor user. After receiving the live broadcast auxiliary data, the anchor user can optimize the current live broadcast content based on the content on the live broadcast auxiliary data and combine his own live broadcast advantages to improve the quality of subsequent live broadcast videos and attract more fans.
可选的,本步骤在向主播用户发送直播辅助数据时,可以是直接将直播辅助数据发送给主播用户,还可以是对直播辅助数据进行规范整合处理后,将规范整合处理后的数据发送至主播用户。对直播辅助数据进行规范整合处理可以是调用数据整合模板对应的程序代码,将S101获取的直播辅助数据作为输入数据,运行数据整合模板。此时数据整合模板会将直播辅助数据填入数据整合模板中对应的空区域,实现对直播辅助数据的规范整合处理。处理后的直播辅助数据可以更清楚直观的辅助主播用户优化当前直播视频内容。例如,S101获取的直播辅助数据可以是“500、好评、歌曲类、互动型”,由于该直播辅助数据过于抽象,直接将获取的直播辅助数据发送至主播用户,主播用户理解难度较大,此时采用数据整合模板“直播间人数[]人,直播间粉丝对当前直播的评价为[],粉丝的喜好主题类型为[],粉丝的喜好直播风格为[]”,对S101获取的直播辅助数据进行规范整合处理,得到的处理后的直播辅助数据为“直播间人数500人,直播间粉丝对当前直播的评价为好评,粉丝的喜好主题类型为歌曲类,粉丝的喜好直播风格为互动性”。Optionally, when sending the live broadcast auxiliary data to the host user in this step, the live broadcast auxiliary data may be directly sent to the host user, or after the live broadcast auxiliary data is standardized and integrated, the standardized integrated data is sent to Anchor users. The standardized integration processing of the live broadcast auxiliary data may be to call the program code corresponding to the data integration template, use the live broadcast auxiliary data obtained in S101 as input data, and run the data integration template. At this time, the data integration template will fill the live broadcast auxiliary data into the corresponding empty area in the data integration template to realize the standardized integration processing of the live broadcast auxiliary data. The processed live broadcast auxiliary data can more clearly and intuitively assist the anchor user to optimize the current live video content. For example, the live broadcast auxiliary data obtained by S101 can be "500, praise, song type, interactive type". Because the live broadcast auxiliary data is too abstract, the obtained live broadcast auxiliary data is directly sent to the host user, which is difficult for the host user to understand. When using the data integration template "the number of people in the live broadcast room [], the fans in the live broadcast room comment on the current live broadcast as [], the fan’s preferred theme type is [], and the fan’s preferred live broadcast style is []", the live broadcast assistance obtained by S101 The data is standardized and integrated, and the processed auxiliary data for the live broadcast is "500 people in the live broadcast room. The fans in the live broadcast room have rated the current live broadcast as positive, the fan's favorite theme type is song, and the fan's favorite live broadcast style is interactive. ".
本实施例提供了一种直播辅助数据的提供方法,通过在主播用户直播视频的过程中,获取包含以下至少之一的直播辅助数据:主播用户的直播间数据和主播粉丝喜好数据,并将该直播辅助数据发送给主播用户,以使主播用户根据该直播辅助数据优化当前直播视频内容。本实施例的方案可以实现实时为主播用户提供调整直播策略的直播辅助数据,来帮助主播用户对后续直播视频内容进行实时准确的调整,从而吸引大量的粉丝,提高主播用户的直播热情。This embodiment provides a method for providing live broadcast auxiliary data. The live broadcast auxiliary data including at least one of the following: live room data of the anchor user and fan preference data of the anchor user is obtained during the live broadcast of the live video of the anchor user, and the The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data. The solution of this embodiment can provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time to help the host user make real-time and accurate adjustments to the subsequent live video content, thereby attracting a large number of fans and increasing the live broadcast enthusiasm of the host user.
本实施例为了保证向主播用户提供的直播辅助数据的全面性和准确性,本实施例在获取直播辅助数据时,不但可以获取上述S101中介绍的以下至少之一:和该主播用户相关的直播间数据和/或主播粉丝喜好数据,还可以进一步扩大直播辅助数据的获取范围,获取和当时直播平台相关的辅助数据(即直播平台辅助数据)与S101获取的数据一并作为直播辅助数据。该直播平台辅助数据还可以包括但不限于:站内视频主题分布数据、站内直播间粉丝数量情况和站内粉丝喜好数据中的至少一个。In order to ensure the comprehensiveness and accuracy of the live broadcast auxiliary data provided to the anchor user in this embodiment, when the live broadcast auxiliary data is obtained in this embodiment, not only at least one of the following introduced in S101 can be obtained: the live broadcast related to the anchor user Time data and/or anchor fan preference data can further expand the scope of the live broadcast auxiliary data acquisition, and obtain the auxiliary data related to the live broadcast platform at that time (ie, the live broadcast platform auxiliary data) together with the data obtained in S101 as the live broadcast auxiliary data. The auxiliary data of the live broadcast platform may also include, but is not limited to: at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
站内视频主题分布数据可以是直播平台站内所拥有的总视频资源中,每个主题类型视频在总视频资源中的分布情况,例如,可以是每个主题类型视频的数量,还可以是每个主题类型视频占总视频资源的比例等。该站内视频主题分布数据的获取方式可以是:若直播平台已预先按照直播平台站内已有视频所属的主题类型,统计出了站内每种主题的分布情况,即站内视频主题分布数据,此时电子设备可以直接与直播平台进行交互获取站内视频主题分布数据。还可以是直播平台中只记录有站内视频的相关数据,并没有统计站内视频主题分布数据,此时电子设备可以是与直播平台进行交互,从直播平台获取站内所有视频的主题类型,然后统计每个主题类型对应的视频数量值,进而计算出站内每个主题类型视频在直播平台站内的分布数量或比重,作为站内视频主题分布数据。可选的,还可以是根据站内视频主题分布数据,将站内的稀缺主题作为直播辅助数据,即作为建议主播用户后续调整的直播主题。其中,稀缺主题可以是指直播平台站内所缺少的视频主题类型。The video topic distribution data on the site can be the total video resources owned by the live platform site, the distribution of each topic type video in the total video resources, for example, it can be the number of each topic type video, or each topic The proportion of types of videos in total video resources, etc. The way to obtain the video topic distribution data in the site can be: if the live broadcast platform has pre-calculated the distribution of each topic in the site according to the topic type of the existing videos in the live broadcast platform, that is, the video topic distribution data in the site, then the electronic The device can directly interact with the live broadcast platform to obtain the video theme distribution data on the site. It can also be that the live broadcast platform only records the relevant data of the video on the site, and does not count the distribution data of the video on the site. At this time, the electronic device can interact with the live broadcast platform to obtain the subject type of all the videos on the site from the live broadcast platform, and then count each The number of videos corresponding to each topic type is calculated, and then the distribution number or proportion of each topic type video in the site in the live platform site is calculated as the video topic distribution data in the site. Optionally, it may also be based on the video theme distribution data in the station, and the scarce theme in the station is used as the live broadcast auxiliary data, that is, as the live broadcast theme recommended for the anchor user to adjust subsequently. Among them, the scarce topic can refer to the type of video topic that is lacking in the live broadcast platform.
站内直播间粉丝数量情况可以是直播平台当前正在直播的每个直播间内的粉丝数量值、粉丝数量均值以及粉丝数量分布情况等。该站内直播间粉丝数量情况的获取方式可以是:电子设备通过直播平台监测站内每个直播间的观看粉丝数量,并对每个直播间的粉丝数量进行相关处理操作,得到站内直播间粉丝数量情况。例如,可以是对所有直播间的观看粉丝数量求均值,得到站内直播间平均观看粉丝数量;还可以是对站内直播间的观看粉丝数量的分布进行统计,得到每个粉丝数量区间对应的直播间数量;还可以是其他方式,对此本实施例不进行限定。The number of fans in the live broadcast room of the site may be the value of the number of fans in each live room currently being broadcast by the live broadcast platform, the average number of fans, and the distribution of the number of fans, etc. The way to obtain the number of fans in the live broadcast room of the station can be: electronic equipment monitors the number of fans in each live room in the station through the live broadcast platform, and performs related processing operations on the number of fans in each live room to obtain the number of fans in the live broadcast room. . For example, it can be the average of the number of fans watching in all live broadcast rooms to obtain the average number of fans in the live broadcast room; it can also be the statistics of the distribution of the number of fans in the live broadcast room in the station to obtain the live room corresponding to each fan number interval Quantity; it can also be in other ways, which is not limited in this embodiment.
站内粉丝喜好数据可以是直播平台站内当前在线的粉丝所喜好的直播主题类型、直播风格、直播时间等数据。可选的,本实施例中的站内粉丝喜好数据可以是对站内在线粉丝的喜好数据进行统计后,选择的大多数粉丝所共有的喜好数据。该站内粉丝喜好数据的获取方式可以与获取主播粉丝喜好数据的方式类似,具体的获取方法将在后续实施例进行详细介绍。The fan preference data in the site may be data such as the type of live broadcast theme, the live broadcast style, and the live broadcast time preferred by the currently online fans in the live broadcast platform. Optionally, the preference data of the fans on the site in this embodiment may be preference data shared by most of the selected fans after the preference data of the online fans on the site are counted. The method of obtaining the fan preference data in the site may be similar to the method of obtaining the anchor fan preference data, and the specific obtaining method will be described in detail in subsequent embodiments.
本实施例将直播平台辅助数据与以下至少之一一并作为直播辅助数据:主播用户的直播间数据和主播粉丝喜好数据,这样设置的好处在于,使得提供给主播用户的辅助数据更加全面,使得主播用户根据该直播辅助数据调整后的直播内容,不但满足直播间粉丝的需求,还能够更好的满足整个直播平台站内在 线粉丝的要求,从而吸引更多的粉丝观看该直播视频。In this embodiment, the live broadcast platform auxiliary data is combined with at least one of the following as the live broadcast auxiliary data: live room data of the anchor user and the anchor fan preference data. The advantage of this setting is that the auxiliary data provided to the anchor user is more comprehensive, so that The live broadcast content adjusted by the host user according to the live broadcast auxiliary data not only meets the needs of fans in the live broadcast room, but also better meets the requirements of online fans in the entire live broadcast platform, thereby attracting more fans to watch the live video.
图2A-2B示出了本实施例提供的另一种直播辅助数据的提供方法的流程图;本实施例在上述实施例提供的可选方案的基础上进行了优化,并对如何获取直播辅助数据中的主播用户的直播间数据和主播粉丝喜好数据进行详细介绍。2A-2B show a flowchart of another method for providing live broadcast assistance data provided by this embodiment; this embodiment is optimized on the basis of the optional solutions provided in the above embodiment, and how to obtain live broadcast assistance In the data, the live room data of the host user and the fan preference data of the host are introduced in detail.
可选的,图2A示出了当直播辅助数据为主播用户的直播间数据时,执行直播辅助数据的提供方法的一种可实施方式的流程图。具体执行步骤包括:Optionally, FIG. 2A shows a flowchart of an implementable manner of performing a method for providing live broadcast auxiliary data when the live broadcast auxiliary data is the live room data of the host user. The specific implementation steps include:
S201,在主播用户直播视频的过程中,监测主播用户所在直播间的观看粉丝数量。S201: During the live broadcast of the live video of the anchor user, monitor the number of fans in the live broadcast room where the anchor user is located.
可选的,本步骤可以是在主播用户直播视频的过程中,实时或每隔预设时长(如10分钟)监测主播用户直播间的观看人数统计进程,从而得到主播用户直播间当前的观看粉丝数量。Optionally, this step can be to monitor the viewer statistics process in the live broadcast room of the anchor user in real time or every preset time (such as 10 minutes) during the live broadcast of the live video of the anchor user, so as to obtain the current fans of the anchor user in the live broadcast room. Quantity.
S202,根据观看粉丝数量,确定观看粉丝数量变化情况。S202: Determine a change in the number of viewing fans according to the number of viewing fans.
可选的,本步骤可以是根据S201相邻至少两次监测到的观看粉丝数量,来分析在相邻的至少两次检测中,主播用户直播间的粉丝数量增加或减少的变化情况。具体根据观看粉丝数量,确定观看粉丝数量变化情况的可实施方式有很多,对此本步骤不进行限定。其中,一种可实施方式可以是:根据所述观看粉丝数量,绘制观看粉丝数量的实时变化曲线图,作为观看粉丝数量变化情况。该实时变化曲线图的X轴可以是记录S201每次监测的时间,Y轴可以是记录每次监测到的观看粉丝数量值。通过观看粉丝数量的实时变化曲线图来表示观看主播用户直播的粉丝数量的变化情况。另一种可实施方式可以是:根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值,并将该变化值作为粉丝数量的变化情况。另一种可实施方式还可以是根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值,若所述变化值超出正常变化范围,则将所述变化值作为观看粉丝数量变化情况。该可实施方式可以是预先设置一个观看粉丝数量正常变化范围,如可以是-20到20的范围,其中可以是监测观看粉丝数量的周期越长,对应设置的正常变化范围越大。在S201每次监测到主播用户所 在直播间的观看粉丝数量后,都将本次监测到的观看粉丝数量与上一次监测到的观看粉丝数量进行比较,判断相邻两次监测到的观看粉丝数量的变化值是否在该正常变化范围内,若相邻两次监测到的观看粉丝数量的变化值在该正常变化范围内,则说明该变化是可接收的正常粉丝数量变化,可以忽略;相邻两次监测到的观看粉丝数量的变化值超出该正常变化范围,说明此时观看粉丝数量出现了异常变化,需要将异常变化的变化值作为观看粉丝数量变化情况。可选的,本步骤在确定观看粉丝数量变化情况时可以是执行上述三种可实施方式中的至少一种。Optionally, this step may be to analyze the increase or decrease of the number of fans in the live broadcast room of the anchor user during the at least two adjacent detections based on the number of watching fans monitored at least twice in S201. There are many implementation ways to determine the change in the number of viewing fans according to the number of viewing fans, and this step is not limited. Among them, an implementable manner may be: drawing a real-time change curve graph of the number of viewing fans according to the number of viewing fans, as the change of the number of viewing fans. The X-axis of the real-time change curve graph may be the time of each monitoring of the recording S201, and the Y-axis may be the value of the number of fans watching each monitoring. The real-time change curve graph of the number of fans is used to show the change of the number of fans who watch the live broadcast of the anchor user. Another implementable manner may be: determining the change value of the number of viewing fans according to the number of viewing fans at adjacent moments, and using the change value as the change of the number of fans. Another implementable manner may also be to determine the change value of the number of viewing fans according to the number of viewing fans at adjacent moments, and if the change value exceeds the normal change range, the change value is taken as the change of the number of viewing fans . This implementable manner may be to preset a normal variation range of the number of viewing fans, such as a range of -20 to 20, where the longer the period of monitoring the number of viewing fans, the larger the normal variation range corresponding to the setting. After S201 monitors the number of watching fans in the live broadcast room where the host user is located, compare the number of watching fans monitored this time with the number of watching fans monitored last time to determine the number of watching fans monitored twice. Whether the change value of is within the normal change range, if the change value of the number of watching fans monitored twice is within the normal change range, it means that the change is an acceptable change in the number of normal fans and can be ignored; adjacent; The two monitored changes in the number of viewing fans exceed the normal range, indicating that there has been an abnormal change in the number of viewing fans at this time, and the change in the number of abnormal changes needs to be regarded as the change in the number of viewing fans. Optionally, in this step, when determining the change in the number of viewing fans, at least one of the above three possible implementation manners may be executed.
S203,将以下至少之一作为主播用户的直播间数据:观看粉丝数量和观看粉丝数量变化情况。S203: Use at least one of the following as the live room data of the anchor user: the number of watching fans and the change in the number of watching fans.
可选的,本步骤可以是将S201监测到的观看粉丝数量作为主播用户的直播间数据;还可以是将S202确定的观看粉丝数量变化情况作为主播用户的直播间数据;也可以是将S201监测到的观看粉丝数量和S202确定的观看粉丝数量变化情况一并作为主播用户的直播间数据。Optionally, in this step, the number of watching fans monitored in S201 can be used as the live room data of the anchor user; it can also be the change in the number of watching fans determined in S202 as the live room data of the anchor user; or it can be monitored in S201 The number of watched fans and the change of the number of watched fans determined in S202 are used as the live room data of the anchor user.
S204,将主播用户的直播间数据发送至主播用户,以使主播用户依据主播用户的直播间数据优化当前直播视频内容。S204: Send the live room data of the anchor user to the anchor user, so that the anchor user optimizes the current live video content according to the live room data of the anchor user.
可选的,图2B示出了当直播辅助数据为主播用户的直播间数据时,执行一种直播辅助数据的提供方法的另一种可实施方式的流程图。具体执行步骤包括:Optionally, FIG. 2B shows a flowchart of another implementable manner of performing a method for providing live broadcast auxiliary data when the live broadcast auxiliary data is the live room data of the host user. The specific implementation steps include:
S205,在主播用户直播视频的过程中,对主播用户所在直播间的互动评论内容进行以下至少之一的识别:文字识别和语义识别;确定关键词汇,所述关键词汇包括以下至少之一:评价词汇和喜好内容词汇。S205, during the live broadcast of the live video of the host user, perform at least one of the following recognition on the interactive comment content of the live broadcast room where the host user is located: text recognition and semantic recognition; determine a keyword vocabulary, the keyword vocabulary includes at least one of the following: evaluation Vocabulary and favorite content vocabulary.
可选的,本步骤可以是在主播用户直播视频的过程中,实时获取主播用户所在直播间的当前互动评论内容;还可以是每隔预设时长(如10分钟),获取该预设时长内主播用户所在直播间的互动评论内容。然后对获取的互动评论内容进行至少之一的识别:文字识别和语义识别,确定关键词汇。具体确定方法的一种可实施方式可以是预先设置一些候选评价词汇和候选喜好词汇,例如,预先设置的候选评价词汇包括:好评、中评、差评和精彩等。预先设置的候选喜好词汇包括:喜欢、爱、痴迷和沉迷等。在执行本步骤时,可以是先获取主播用户所在直播间的评论栏中的评论内容以及直播界面上的弹幕内容作为直播 间的互动评论内容,然后对获取的互动评论内容进行文字识别,再对识别到的文字进行分词处理,并将分词后的每个词汇与预设的候选评价词汇和候选喜好词汇进行匹配,将匹配成功的候选评价词汇作为关键词中的评价词汇;将匹配成功的候选喜好词汇在互动评论内容中的后缀词汇作为喜好内容词汇。例如,若匹配成功的喜好词汇为“喜欢”,互动评论内容为“喜欢流行歌曲”,则可以将互动评论内容中喜欢的后缀词汇“流行歌曲”作为喜好内容词汇。Optionally, this step may be to obtain the current interactive comment content of the live broadcast room where the host user is located in real time during the live broadcast of the live video of the host user; it may also be to obtain the content within the preset time period every preset time (such as 10 minutes). The interactive comment content of the live broadcast room where the host user is located. Then, at least one of recognition is performed on the acquired interactive comment content: text recognition and semantic recognition, and the keyword vocabulary is determined. An implementable manner of the specific determination method may be to preset some candidate evaluation vocabulary and candidate preference vocabulary. For example, the preset candidate evaluation vocabulary includes: good, medium, bad, and wonderful. The pre-set candidate favorite words include: like, love, obsession, and addiction. When performing this step, you can first obtain the comment content in the comment column of the live broadcast room where the host user is located and the barrage content on the live broadcast interface as the interactive comment content of the live broadcast room, and then perform text recognition on the obtained interactive comment content, and then Perform word segmentation on the recognized text, and match each segmented vocabulary with the preset candidate evaluation vocabulary and candidate favorite vocabulary, and use the successfully matched candidate evaluation vocabulary as the evaluation vocabulary in the keywords; The suffix words of the candidate favorite words in the interactive comment content are used as the favorite content words. For example, if the favorite vocabulary that is successfully matched is "like" and the interactive comment content is "like popular songs", then the favorite suffix word "popular song" in the interactive comment content may be used as the favorite content vocabulary.
可选的,在一些互动评论内容中不包含明显的评价词汇或喜好内容词汇的情况下,本步骤还可以采用另一种可实施方式来确定关键词汇,具体的可以是对互动评论内容进行语义识别,判断互动评论内容的语义是否为对直播视频的评价或包含粉丝喜好的内容,若语义识别结果为对直播视频的评价,则根据语义识别结果确定对应的评价词汇。例如,若互动评论内容为“这首歌完了再来一首”,虽然该评论内容没有评价词汇,但是通过语义分析可以看出,肯定是主播唱歌好听,粉丝喜好听,所以才会让主播再唱一首,故该评论内容的语义识别结果为对直播内容的评价,且确定出的评价词汇为“好评”。同理也可以是通过语义识别,对没有明显喜好词汇的互动评论内容,也可以通过语义识别来从互动评论内容中提取出喜好内容。例如,若互动评论内容为“每次直播唱歌我都看”,虽然该评论内容没有喜好词汇,但是通过语义分析可以看出,粉丝喜欢听主播唱歌,故确定出的喜好内容词汇为“歌曲”。可选的,本步骤可以是采用预先训练好的神经网络模型对互动评论内容进行语义识别。Optionally, in the case that some interactive comment content does not contain obvious evaluation vocabulary or favorite content vocabulary, this step can also adopt another implementable way to determine the keyword vocabulary. Specifically, it can be the semantics of the interactive comment content. Recognition, it is judged whether the semantics of the interactive comment content is an evaluation of the live video or content that contains fan preferences. If the semantic recognition result is an evaluation of the live video, the corresponding evaluation vocabulary is determined according to the semantic recognition result. For example, if the interactive comment content is "the song is finished, come again", although the comment content has no evaluation vocabulary, it can be seen through semantic analysis that it must be the host who sings well and the fans like to listen to it, so the host will be allowed to sing again One, so the semantic recognition result of the comment content is the evaluation of the live content, and the determined evaluation vocabulary is "good praise". Similarly, semantic recognition can also be used to extract favorite content from interactive comment content for interactive comment content that does not have obvious favorite vocabulary. For example, if the interactive comment content is "I watch every live broadcast singing", although the comment content does not have a favorite vocabulary, it can be seen from semantic analysis that fans like to listen to the anchor singing, so the determined favorite content vocabulary is "song" . Optionally, this step may be to use a pre-trained neural network model to perform semantic recognition on interactive comment content.
为了保证根据互动评论内容确定的关键词的准确性和全面性,本步骤可以是同时采用上述两种可实施方式来确定关键词。In order to ensure the accuracy and comprehensiveness of the keywords determined according to the content of the interactive comments, this step may simultaneously adopt the above two implementable manners to determine the keywords.
S206,根据关键词汇在互动评论内容中出现的频次,确定关键词汇的权重值。S206: Determine the weight value of the keyword according to the frequency of occurrence of the keyword in the interactive comment content.
可选的,由于主播用户的直播间的互动内容通常比较多,且每个粉丝的对直播视频的评价以及自己喜好的内容都不一定相同,所以S205确定的关键词的数量通常情况下不止一个。当S205确定的关键词为一个时,可以直接将该关键词作为主播用户的直播间数据。若S205确定的关键词数量较多时,若将所有的关键词都作为主播用户的直播间数据,会造成直播辅助数据较多,准确性较差,从而影响主播用户对后续直播内容调整的准确性。此时,本步骤可以是统计S205 确定的关键词在直播间互动评论内容中出现的频次,若关键词出现的频次越多,则该关键词对应的权重值就越大。例如,可以是直接将每个关键词出现的频次作为该关键词的权重值。Optionally, since there are usually more interactive content in the live broadcast room of the host user, and each fan’s evaluation of the live video and their own preferences are not necessarily the same, the number of keywords determined in S205 is usually more than one . When the keyword determined in S205 is one, the keyword can be directly used as the live room data of the host user. If the number of keywords determined in S205 is large, if all keywords are used as the live broadcast room data of the host user, it will cause more live broadcast auxiliary data and poor accuracy, which will affect the accuracy of the host user's adjustment of subsequent live broadcast content. . At this time, this step may be to count the frequency of occurrence of the keyword determined in S205 in the interactive comment content of the live broadcast room. If the frequency of occurrence of the keyword is more, the weight value corresponding to the keyword is larger. For example, the frequency of occurrence of each keyword may be directly used as the weight value of the keyword.
S207,将关键词汇及其权重值作为主播用户的直播间数据。S207: Use the keyword vocabulary and its weight value as the live room data of the anchor user.
可选的,本步骤可以是将S205确定的关键词和S206确定的每个关键词的权重值进行关联后,直接作为主播用户的直播间数据。例如S205确定的关键词为“好评、差评、歌曲和舞蹈”,S206依次确定上述关键词的权重值分别为“256,51,179,3”,则可以将关键词和权重值关联后的“好评-256、差评-51、歌曲-179、舞蹈-3”作为主播用户的直播间数据。可选的,为了让主播用户更直观的根据主播用户的直播间数据调整后续直播内容,本实施例可以对生成主播用户的直播间数据的多个关键词进行筛选,选出有价值的关键词作为该主播用户的直播间数据。可以是按照S206确定的关键词的权重值,对S205确定的关键词进行排序,选择排序靠前的一个或多个关键词作为主播用户的直播间数据,例如,可以是从关键词中选择权重值排名第一的评价词汇和权重值排名第一的喜好内容词汇,以及两词汇的权重值作为主播用户的直播间数据。Optionally, this step may be to associate the keywords determined in S205 with the weight value of each keyword determined in S206 and directly use them as the live room data of the host user. For example, the keywords determined in S205 are "good reviews, bad reviews, songs and dances", and S206 sequentially determines the weight values of the above keywords to be "256, 51, 179, 3", then the keywords and the weight values can be correlated. "Good reviews-256, bad reviews-51, songs-179, dance-3" are the live room data of the anchor users. Optionally, in order for the host user to more intuitively adjust the subsequent live broadcast content according to the live room data of the host user, this embodiment can filter multiple keywords that generate the live room data of the host user to select valuable keywords As the live room data of the host user. It can be based on the keyword weight value determined in S206, the keywords determined in S205 are sorted, and one or more keywords in the top ranking are selected as the live room data of the host user. For example, the weight can be selected from the keywords. The evaluation vocabulary with the first value, the favorite content vocabulary with the first weight value, and the weight value of the two words are used as the live room data of the host user.
S208,将主播用户的直播间数据发送至主播用户,以使主播用户依据主播用户的直播间数据优化当前直播视频内容。S208: Send the live room data of the anchor user to the anchor user, so that the anchor user optimizes the current live video content based on the live room data of the anchor user.
可选的,图2C示出了当直播辅助数据为主播粉丝喜好数据时,执行直播辅助数据的提供方法的一种可实施方式的流程图。具体执行步骤包括:Optionally, FIG. 2C shows a flowchart of an implementable manner of performing a method for providing live broadcast auxiliary data when the live broadcast auxiliary data is the main broadcast fan preference data. The specific implementation steps include:
S209,在主播用户直播视频的过程中,获取主播用户粉丝的详情数据。S209: Obtain detailed data of fans of the anchor user during the live broadcast of the video by the anchor user.
可选的,本实施例的直播平台中会记录直播平台管理的所有用户的基本信息以及在直播平台上的操作数据等,即所有用户的详情数据。该详情数据中的操作数据可以是当前时刻之前某段时间内(例如,可以是近一个月内)用户在直播平台上的执行的操作,具体的,对于粉丝用户来说,该操作数据可以包括观看直播视频的时间、直播视频的标题、关注的主播用户、收藏或分享的直播视频等。本步骤电子设备可以在主播用户直播视频的过程中,实时或每个预设时长(如可以是5分钟)从直播平台获取当前观看该直播视频的主播用户粉丝的详情数据。Optionally, the live broadcast platform of this embodiment records basic information of all users managed by the live broadcast platform and operation data on the live broadcast platform, that is, detailed data of all users. The operation data in the detailed data may be the operation performed by the user on the live broadcast platform within a certain period of time before the current moment (for example, it may be within a month). Specifically, for fan users, the operation data may include The time to watch the live video, the title of the live video, the following host users, the favorite or shared live video, etc. In this step, the electronic device can obtain the detailed data of the fans of the anchor user currently watching the live video from the live broadcast platform in real time or every preset duration (for example, 5 minutes) during the live broadcast of the live video of the anchor user.
S210,将主播用户粉丝的详情数据输入用户画像模型,得到主播用户粉丝的粉丝画像。S210: Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan.
其中,用户画像模型可以是预先根据大量的样本数据训练得到的,能够根据粉丝的详情信息勾画粉丝的粉丝画像的神经网络模型。该样本数据可以包括大量的不同人物的详情信息以及不同人物对应的粉丝画像。粉丝画像可以是勾画粉丝的属性特征、行为特征或喜好特征等多维度特征的工具,可以是对每个维度的特征抽象成标签,利用这些标签来精准勾画粉丝画像。Among them, the user portrait model may be a neural network model that is trained in advance based on a large amount of sample data, and can outline the fan portrait of the fan according to the detailed information of the fan. The sample data may include a large number of detailed information of different characters and fan portraits corresponding to different characters. Fan portraits can be a tool for delineating multi-dimensional features such as attribute characteristics, behavioral characteristics, or preferences of fans, and can be abstracted into labels for each dimension, and these labels are used to accurately draw fan portraits.
可选的,本步骤可以是将S209从直播平台获取的主播用户粉丝的详情数据作为输入参数,调用并运行用户画像模型的程序代码,此时用户画像模型就会基于输入的主播用户粉丝的详情数据进行分析处理,勾画出所述主播用户粉丝的粉丝画像。Optionally, in this step, the detailed data of the anchor user's fans obtained from the live broadcast platform in S209 are used as input parameters to call and run the program code of the user portrait model. At this time, the user portrait model will be based on the input details of the anchor user's fans The data is analyzed and processed, and the fan portraits of the fans of the anchor user are drawn.
可选的,在主播用户直播的过程中,主播用户粉丝的数量较多,为了提高生成主播粉丝喜好数据(即直播辅助数据)的效率,以及向主播用户提供更有价值的主播粉丝喜好数据,本步骤可以对主播用户的粉丝进行筛选,选择高质量的粉丝,为主播用户生成粉丝画像。具体执行过程可以是判断主播用户粉丝的等级和消费情况至少之一是否满足高质量评判标准;将满足所述高质量评判标准的主播用户粉丝的详情数据输入用户画像模型。其中,高质量评判标准可以是预先设置的判断一个粉丝是否为高质量粉丝的评判标准,该评判标准可以涉及多个方面,如可以针对粉丝的账户等级,设置为账户等级高于某一预设等级的粉丝为高质量的粉丝;针对粉丝消费情况,设置为单位时间(如一个月)消费金额高于预设金额的粉丝为高质量粉丝。此时本步骤可以是根据S209获取的主播用户的每个粉丝的详情数据中的粉丝等级信息和消费情况至少之一的信息,判断主播用户当前观看直播视频的粉丝的等级和消费情况至少之一是否满足高质量评判标准,若主播用户当前观看直播视频的粉丝的等级和消费情况至少之一满足高质量评判标准,则将该粉丝的详情数据输入用户画像模型,得到该粉丝的粉丝画像;若主播用户当前观看直播视频的粉丝的等级和消费情况均不满足高质量评判标准,则忽略该粉丝的详情数据。Optionally, during the live broadcast of the anchor user, the number of anchor users’ fans is relatively large. In order to improve the efficiency of generating anchor fan preference data (ie live broadcast auxiliary data), and to provide the anchor user with more valuable anchor fan preference data, In this step, the fans of the host user can be screened, high-quality fans can be selected, and fan portraits can be generated for the host user. The specific execution process may be to determine whether at least one of the ratings and consumption conditions of the anchor user's fans meets the high-quality evaluation standard; and input the detailed data of the anchor user's fans that meet the high-quality evaluation standard into the user portrait model. Among them, the high-quality evaluation standard can be a preset evaluation standard for judging whether a fan is a high-quality fan. The evaluation standard can involve multiple aspects. For example, the account level of the fan can be set to be higher than a certain preset. Fans at a level are high-quality fans; for fan consumption, fans whose consumption amount per unit time (such as one month) is higher than the preset amount are high-quality fans. At this time, this step may be based on at least one of the fan level information and consumption status information in the detail data of each fan of the host user obtained in S209, to determine at least one of the fan level and consumption status of the host user currently watching the live video. Whether it meets the high-quality evaluation criteria, if at least one of the ratings and consumption of the fans currently watching the live video of the host user meets the high-quality evaluation criteria, then input the detailed data of the fan into the user portrait model to obtain the fan portrait of the fan; if If the ratings and consumption status of the fans who currently watch the live video by the anchor user do not meet the high-quality evaluation criteria, the detailed data of the fan is ignored.
S211,从粉丝画像中获取喜好特征数据。S211: Obtain preference feature data from the fan portrait.
可选的,由于粉丝画像中包括粉丝的属性特征、行为特征或喜好特征等多 个维度特征对应的标签,所以本步骤中电子设备可以针对S210得到每个主播用户粉丝的粉丝画像,从每个粉丝画像中都查找喜好特征对应的标签,然后获取该标签对应的喜好特征数据。Optionally, since the fan portrait includes tags corresponding to multiple dimensional features such as the fan’s attribute characteristics, behavior characteristics, or preference characteristics, the electronic device in this step can obtain the fan portrait of each anchor user’s fan for S210, from each In the fan portrait, the tag corresponding to the favorite feature is searched, and then the favorite feature data corresponding to the tag is obtained.
S212,从喜好特征数据中提取公共喜好特征数据作为主播粉丝喜好数据。S212: Extract public preference feature data from the preference feature data as the anchor fan preference data.
可选的,由于S211对每个主播用户粉丝都获取了喜好特征数据,由于每个主播用户粉丝的喜好不同,所以S211中获取的喜好特征数据也不一定相同,如果将所有的粉丝的喜好特征数据都作为粉丝喜好数据,会出现粉丝喜好数据范围较广,大大降低粉丝喜好数据的价值性。例如,若向主播用户提供100种主播粉丝喜好数据,主播用户很难从中获取到真正有价值的数据信息。针对这种情况,本步骤可以是对S211获取的每个喜好特征数据出现的次数进行统计,找出出现次数最多的一个或多个喜好特征数据,作为大部分粉丝都共有的公共喜好特征数据。由于该公共喜好特征数据是从大量的喜好特征数据中提取出来的有价值的喜好特征数据,所以可以将该公共喜好特征数据作为主播粉丝喜好数据。Optionally, since S211 obtains preference feature data for each anchor user's fans, since each anchor user's fans have different preferences, the preference feature data obtained in S211 may not be the same. If the preference characteristics of all fans are changed The data are all used as fan preference data, and there will be a wider range of fan preference data, which greatly reduces the value of fan preference data. For example, if 100 types of anchor fan preference data are provided to anchor users, it is difficult for anchor users to obtain truly valuable data information. In view of this situation, this step may be to count the number of appearances of each preference feature data obtained in S211, and find one or more preference feature data with the most occurrences as the common preference feature data shared by most fans. Since the public preference characteristic data is valuable preference characteristic data extracted from a large amount of preference characteristic data, the public preference characteristic data can be used as the anchor fan preference data.
S213,将主播粉丝喜好数据发送至所述主播用户,以使主播用户依据主播用户的直播间数据优化当前直播视频内容。S213: Send the anchor fan preference data to the anchor user, so that the anchor user optimizes the current live video content according to the live room data of the anchor user.
本实施例提供了一种直播辅助数据的提供方法,通过在主播用户直播视频的过程中,获取多维度的主播辅助数据,即与直播间的观看粉丝数量相关的数据、与直播间中粉丝的互动评论内容相关的数据以及主播粉丝喜好数据中的至少一种,针对每一种直播辅助数据,都对应设置有不同的获取规则,按照每个主播辅助数据的获取规则实时获取到直播辅助数据后发送至主播用户。从而实时帮助主播用户对后续直播视频内容进行实时准确的调整,吸引大量的粉丝,提高主播用户的直播热情。This embodiment provides a method for providing live broadcast auxiliary data. During the process of the live broadcast of the live video of the anchor user, multi-dimensional anchor auxiliary data is obtained, that is, data related to the number of fans in the live broadcast room, and data related to the fans in the live broadcast room. At least one of interactive comment content-related data and anchor fan preference data. For each kind of live broadcast auxiliary data, different acquisition rules are set correspondingly. After the live broadcast auxiliary data is obtained in real time according to the acquisition rules of each anchor auxiliary data Sent to the host user. This helps the anchor users to make real-time and accurate adjustments to the follow-up live video content in real time, attract a large number of fans, and increase the live broadcast enthusiasm of the anchor users.
图3示出了本实施例提供的另一种直播辅助数据的提供方法的流程图;本实施例在上述实施例提供的可选方案的基础上进行了优化,给出了一种直播辅助数据提供方法的一种优选实例的详细介绍。FIG. 3 shows a flowchart of another method for providing live broadcast auxiliary data provided by this embodiment; this embodiment is optimized on the basis of the optional solutions provided in the foregoing embodiment, and provides a live broadcast auxiliary data Provide a detailed introduction of a preferred example of the method.
可选的,如图3所示,本实施例中的方法可以包括如下步骤:Optionally, as shown in FIG. 3, the method in this embodiment may include the following steps:
S301,在主播用户直播视频的过程中,获取直播辅助数据。S301: Acquire live broadcast auxiliary data during the live broadcast of the live video of the user.
其中,所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;Wherein, the live broadcast auxiliary data includes at least one of the following: live broadcast room data of the anchor user and the anchor fan preference data;
S302,根据直播辅助数据,预测直播收益。S302: Predict the live broadcast income according to the live broadcast auxiliary data.
可选的,在本实施例中,为了进一步提高主播用户直播的积极性,还可以根据直播辅助数据预测该主播用户的直播收益。具体的预测方法可以包括以下至少一种情况:Optionally, in this embodiment, in order to further improve the enthusiasm of the host user for live broadcast, the live broadcast income of the host user may also be predicted based on the live broadcast auxiliary data. The specific prediction method may include at least one of the following situations:
当直播辅助数据中包括主播用户的直播间数据中的观看粉丝数量时,可以是观看粉丝数量越高,则预测直播收益越多。当直播辅助数据中包括主播用户的直播间数据中的观看粉丝数量变化情况时,可以是若观看粉丝数量的变化情况为数量增加,则数量增加的越多,预测直播收益越多;若观看粉丝数量变化情况为降低,则数量降低的越多,预测直播收益越少。当直播辅助数据中包括主播粉丝喜好数据时,可以是从主播用户的用户画像中获取主播擅长的直播内容和直播形式,若主播用户擅长的直播内容和直播形式与主播粉丝喜好数据的重合度越高,则预测直播收益越高。当直播辅助数据中包括直播平台辅助数据中的站内视频主题分布数据时,可以判断主播用户当前直播的视频主题类型对应站内的主题分布情况,当前直播的视频主题类型在当前在站内存在的视频数据越少,则说明该当前直播主题类型越稀缺,即预测直播收益越高。当直播辅助数据中包括直播平台辅助数据中的站内直播间粉丝数量情况,可以是判断观看主播用户当前直播视频的观看粉丝数量超出站内直播间平均观看粉丝数量的数值,超出数值越大,则预测直播收益越高。当直播辅助数据中包括直播平台辅助数据中的站内粉丝喜好数据时对应的预测直播收益的方法可以与上述根据主播粉丝喜好数据预测直播收益的方法类似,对此不再进行赘述。When the live broadcast auxiliary data includes the number of viewing fans in the live room data of the host user, it may be that the higher the number of viewing fans, the more the live broadcast revenue is predicted. When the live broadcast auxiliary data includes the change in the number of viewing fans in the live room data of the host user, it may be that if the change in the number of viewing fans is an increase in the number, the more the number increases, the more the live broadcast revenue is predicted; The quantity change is decreasing, and the more the quantity decreases, the less the live broadcast revenue is predicted. When the live broadcast auxiliary data includes the anchor fan preference data, it can be obtained from the anchor user’s user portrait that the anchor is good at live broadcast content and live broadcast format. If the live broadcast content and live broadcast format that the anchor user is good at are more overlapped with the anchor fan’s preference data Higher, the higher the live broadcast revenue is predicted. When the live broadcast auxiliary data includes the site video theme distribution data in the live broadcast platform auxiliary data, it can be judged that the current live broadcast video theme type of the anchor user corresponds to the theme distribution in the station, and the current live video theme type is the video data currently in the site. The smaller the number, the scarcer the current live broadcast theme type, that is, the higher the predicted live broadcast revenue. When the live broadcast auxiliary data includes the number of fans in the live broadcast room in the live broadcast platform auxiliary data, it can be judged that the number of fans watching the current live video of the host user exceeds the value of the average number of fans in the live broadcast room. The larger the excess value, the prediction The higher the live broadcast revenue. When the live broadcast auxiliary data includes the fan preference data in the live broadcast platform auxiliary data, the corresponding method for predicting live broadcast revenue may be similar to the above method for predicting live broadcast revenue based on the anchor fan preference data, which will not be repeated here.
S303,将直播辅助数据和预测直播收益发送至主播用户,以使主播用户依据直播辅助数据优化当前直播视频内容。S303: Send the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user, so that the anchor user optimizes the current live video content based on the live broadcast auxiliary data.
本实施例提供了一种直播辅助数据的提供方法,通过在主播用户直播视频的过程中,获取直播辅助数据,并根据该直播辅助数据预测直播收益后,将该直播辅助数据和预测直播收益值发送给主播用户,以使主播用户根据该直播辅助数据优化当前直播视频内容。本实施例的方案不但可以实时为主播用户提供调整直播策略的直播辅助数据,来帮助主播用户对后续直播视频内容进行实时 准确的调整,吸引大量的粉丝;还可以通过预测直播收益给予主播用户直接收入预期刺激,提高主播用户的开播率。This embodiment provides a method for providing live broadcast auxiliary data. The live broadcast auxiliary data is obtained during the live broadcast of the live video of the host user, and after the live broadcast income is predicted based on the live broadcast auxiliary data, the live broadcast auxiliary data and the predicted live broadcast income value Sent to the anchor user, so that the anchor user optimizes the current live video content based on the live broadcast auxiliary data. The solution of this embodiment can not only provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time, so as to help the host user make real-time and accurate adjustments to the subsequent live video content, attracting a large number of fans; it can also directly give the host user directly by predicting the live broadcast revenue. Revenue is expected to stimulate and increase the launch rate of anchor users.
图4示出了本实施例提供的一种直播辅助数据的提供装置的结构示意图,本实施例可适用于在主播用户直播的过程中,为主播用户提供用于优化直播视频内容的直播辅助数据的情况。该装置可以通过软件和硬件至少之一来实现,该装置集成在执行上述直播辅助数据的提供方法的电子设备中,如图4所示,该装置可以包括:FIG. 4 shows a schematic structural diagram of an apparatus for providing live broadcast auxiliary data provided by this embodiment. This embodiment may be suitable for the host user to provide live broadcast auxiliary data for optimizing live video content during the live broadcast of the host user. Case. The device can be implemented by at least one of software and hardware, and the device is integrated in an electronic device that executes the above-mentioned method for providing live broadcast auxiliary data. As shown in FIG. 4, the device can include:
辅助数据获取模块401,配置为在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;The auxiliary data obtaining module 401 is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
辅助数据发送模块402,配置为将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The auxiliary data sending module 402 is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
本实施例提供了一种直播辅助数据的提供装置,通过在主播用户直播视频的过程中,获取包含以下至少之一的直播辅助数据:主播用户的直播间数据和主播粉丝喜好数据,并将该直播辅助数据发送给主播用户,以使主播用户根据该直播辅助数据优化当前直播视频内容。本实施例的方案可以实现实时为主播用户提供调整直播策略的直播辅助数据,来帮助主播用户对后续直播视频内容进行实时准确的调整,吸引大量的粉丝,提高主播用户的直播热情。This embodiment provides an apparatus for providing live broadcast auxiliary data. During the live broadcast of the live video of the host user, the live broadcast auxiliary data including at least one of the following is obtained: the live room data of the host user and the fan preference data of the host, and the The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data. The solution of this embodiment can provide live broadcast auxiliary data for adjusting the live broadcast strategy to the host user in real time to help the host user make real-time and accurate adjustments to the subsequent live video content, attract a large number of fans, and increase the live broadcast enthusiasm of the host user.
当直播辅助数据为主播用户的直播间数据时,所述辅助数据获取模块401配置为:When the live broadcast auxiliary data is the live room data of the host user, the auxiliary data acquisition module 401 is configured to:
监测主播用户所在直播间的观看粉丝数量;Monitor the number of fans in the live broadcast room where the host user is located;
根据所述观看粉丝数量,确定观看粉丝数量变化情况;According to the number of watching fans, determine the change in the number of watching fans;
将以下至少之一作为主播用户的直播间数据:所述观看粉丝数量和观看粉丝数量变化情况。Use at least one of the following as the live room data of the host user: the number of watching fans and the change in the number of watching fans.
所述辅助数据获取模块401在执行根据所述观看粉丝数量,确定观看粉丝数量变化情况时,配置为:When the auxiliary data acquisition module 401 executes the determination of the change in the number of viewing fans according to the number of viewing fans, it is configured as follows:
根据所述观看粉丝数量,绘制观看粉丝数量的实时变化曲线图,作为观看粉丝数量变化情况。According to the number of viewing fans, a real-time change curve graph of the number of viewing fans is drawn as the change of the number of viewing fans.
所述辅助数据获取模块401在执行根据所述观看粉丝数量,确定观看粉丝数量变化情况时,还可以配置为:When the auxiliary data acquisition module 401 executes the determination of the change in the number of viewing fans according to the number of viewing fans, it may also be configured as follows:
根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值;Determining the change value of the number of watching fans according to the number of watching fans at adjacent moments;
若所述变化值超出正常变化范围,则将所述变化值作为观看粉丝数量变化情况。If the change value exceeds the normal change range, then the change value is taken as the change in the number of watching fans.
当直播辅助数据为主播用户的直播间数据时,所述辅助数据获取模块401还配置为:When the live broadcast auxiliary data is the live room data of the host user, the auxiliary data acquisition module 401 is further configured to:
对主播用户所在直播间的互动评论内容进行以下至少之一:文字识别和语义识别;确定关键词汇,所述关键词汇包括以下至少之一:评价词汇和喜好内容词汇;Perform at least one of the following on the interactive comment content of the live broadcast room where the host user is located: text recognition and semantic recognition; determine a keyword vocabulary, the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
根据所述关键词汇在所述互动评论内容中出现的频次,确定所述关键词汇的权重值;Determining the weight value of the keyword vocabulary according to the frequency of occurrence of the keyword vocabulary in the interactive review content;
将所述关键词汇及关键词汇的权重值作为主播用户的直播间数据。The keyword vocabulary and the weight value of the keyword vocabulary are used as the live room data of the host user.
当直播辅助数据为主播粉丝喜好数据时,所述辅助数据获取模块401配置为:When the live broadcast auxiliary data is the main broadcast fan preference data, the auxiliary data acquisition module 401 is configured to:
将主播用户粉丝的详情数据输入用户画像模型,得到所述主播用户粉丝的粉丝画像;Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan;
从所述粉丝画像中获取喜好特征数据;Acquiring preference feature data from the fan portrait;
从所述喜好特征数据中提取公共喜好特征数据作为主播粉丝喜好数据。The public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
所述辅助数据获取模块401在执行将主播用户粉丝的详情数据输入用户画像模型时,配置为:When the auxiliary data acquisition module 401 executes inputting the detailed data of the anchor user's fans into the user portrait model, it is configured as follows:
判断主播用户粉丝的等级和消费情况至少之一是否满足高质量评判标准;Judge whether at least one of the ratings and consumption of the anchor users' fans meets the high-quality evaluation criteria;
将满足所述高质量评判标准的主播用户粉丝的详情数据输入用户画像模型。The detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
所述辅助数据获取模块401还配置为:The auxiliary data acquisition module 401 is also configured to:
获取直播平台辅助数据,所述直播平台辅助数据包括站内视频主题分布数据、站内直播间粉丝数量情况和站内粉丝喜好数据中的至少一个。Acquire auxiliary data of the live broadcast platform, where the auxiliary data of the live broadcast platform includes at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
所述装置还包括:The device also includes:
收益预测模块,配置为根据所述直播辅助数据,预测直播收益The revenue prediction module is configured to predict the revenue of the live broadcast according to the live broadcast auxiliary data
所述辅助数据发送模块402配置为:The auxiliary data sending module 402 is configured to:
将所述直播辅助数据和预测直播收益发送至所述主播用户。Send the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user.
未在本实施例中详尽描述的内容可参见上述所有实施例,并且本实施例与上述所有实施例具有相同的效果。For content not described in detail in this embodiment, reference may be made to all the above embodiments, and this embodiment has the same effect as all the above embodiments.
下面参考图5,其示出了适于用来实现本实施例的电子设备的结构示意图。本实施例中的电子设备可以是应用程序的后端直播平台对应的设备,还可以是安装有应用程序客户端的移动终端设备。该电子设备可以包括但不限于诸如移动电话、笔记本电脑、数字广播接收器、个人数字助理(Personal Digital Assistant,PDA)、平板电脑(PAD)、便携式多媒体播放器(Portable Media Player,PMP)、车载终端(例如车载导航终端)等等的移动终端以及诸如数字TV、台式计算机等等的固定终端。图5示出的电子设备仅仅是一个示例,不应对本实施例的功能和使用范围带来任何限制。Next, refer to FIG. 5, which shows a schematic structural diagram of an electronic device suitable for implementing this embodiment. The electronic device in this embodiment may be a device corresponding to the back-end live broadcast platform of the application, or a mobile terminal device with an application client installed. The electronic equipment may include, but is not limited to, mobile phones, notebook computers, digital broadcast receivers, personal digital assistants (PDAs), tablet computers (PAD), portable multimedia players (Portable Media Player, PMP), vehicle-mounted A mobile terminal such as a terminal (for example, a car navigation terminal) and a fixed terminal such as a digital TV, a desktop computer, and the like. The electronic device shown in FIG. 5 is only an example, and should not bring any limitation to the function and scope of use of this embodiment.
如图5所示,电子设备可以包括处理装置501,例如中央处理器、图形处理器等,所述处理装置501可以根据存储在只读存储器(Read-Only Memory,ROM)502中的程序或者从存储装置508加载到随机访问存储器(Random Access Memory,RAM)503中的程序而执行各种适当的动作和处理。在RAM 503中,还存储有电子设备操作所需的多种程序和数据。处理装置501、ROM 502以及RAM 503通过总线504彼此相连。输入/输出(Input/Output,I/O)接口505也连接至总线504。As shown in FIG. 5, the electronic device may include a processing device 501, such as a central processing unit, a graphics processor, etc. The processing device 501 may be based on a program stored in a read-only memory (Read-Only Memory, ROM) 502 or from The storage device 508 loads a program in a random access memory (Random Access Memory, RAM) 503 to execute various appropriate actions and processes. In the RAM 503, various programs and data required for the operation of the electronic device are also stored. The processing device 501, the ROM 502, and the RAM 503 are connected to each other through a bus 504. An input/output (Input/Output, I/O) interface 505 is also connected to the bus 504.
通常,以下装置可以连接至I/O接口505:包括例如触摸屏、触摸板、键盘、鼠标、摄像头、麦克风、加速度计、陀螺仪等的输入装置506;包括例如液晶显示器(Liquid Crystal Display,LCD)、扬声器、振动器等的输出装置507;包括例如磁带、硬盘等的存储装置508;以及通信装置509。通信装置509可以允许 电子设备与其他设备进行无线或有线通信以交换数据。虽然图5示出了具有多种装置的电子设备,但是应理解的是,并不要求实施或具备所有示出的装置。可以替代地实施或具备更多或更少的装置。Generally, the following devices can be connected to the I/O interface 505: including input devices 506 such as touch screens, touch panels, keyboards, mice, cameras, microphones, accelerometers, gyroscopes, etc.; including, for example, liquid crystal displays (LCD) Output devices 507 such as speakers, vibrators, etc.; storage devices 508 such as magnetic tapes, hard disks, etc.; and communication devices 509. The communication device 509 may allow the electronic device to perform wireless or wired communication with other devices to exchange data. Although FIG. 5 shows an electronic device with multiple devices, it should be understood that it is not required to implement or have all of the illustrated devices. It may alternatively be implemented or provided with more or fewer devices.
根据本实施例,上文参考流程图描述的过程可以通过计算机软件程序来实现。例如,本实施例包括一种计算机程序产品,包括承载在非暂态的计算机可读介质上的计算机程序,该计算机程序包含用于执行流程图所示的方法的程序代码。在这样的实施例中,该计算机程序可以通过通信装置509从网络上被下载和安装,或者从存储装置508被安装,或者从ROM 502被安装。在该计算机程序被处理装置501执行时,执行本实施例的方法中限定的上述功能。According to this embodiment, the process described above with reference to the flowchart can be implemented by a computer software program. For example, this embodiment includes a computer program product, including a computer program carried on a non-transitory computer-readable medium, and the computer program includes program code for executing the method shown in the flowchart. In such an embodiment, the computer program may be downloaded and installed from the network through the communication device 509, or installed from the storage device 508, or installed from the ROM 502. When the computer program is executed by the processing device 501, the above-mentioned functions defined in the method of this embodiment are executed.
需要说明的是,本公开上述的计算机可读介质可以是计算机可读信号介质或者计算机可读存储介质或者是上述两者的任意组合。计算机可读存储介质例如可以包括但不限于电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子可以包括但不限于:具有一个或多个导线的电连接、便携式计算机磁盘、硬盘、RAM、ROM、可擦式可编程只读存储器(Erasable Programmable Read-Only Memory,EPROM)或闪存、光纤、便携式紧凑磁盘只读存储器(Compact Disc Read-Only Memory,CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本公开中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。而在本公开中,计算机可读信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读信号介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括但不限于:电线、光缆、射频(Radio Frequency,RF)等等,或者上述的任意合适的组合。It should be noted that the aforementioned computer-readable medium in the present disclosure may be a computer-readable signal medium or a computer-readable storage medium, or any combination of the two. The computer-readable storage medium may include, but is not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or a combination of any of the above, for example. More specific examples of computer-readable storage media may include, but are not limited to: electrical connections with one or more wires, portable computer disks, hard disks, RAM, ROM, Erasable Programmable Read-Only Memory, EPROM) or flash memory, optical fiber, compact Disc Read-Only Memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the foregoing. In the present disclosure, a computer-readable storage medium may be any tangible medium that contains or stores a program, and the program may be used by or in combination with an instruction execution system, apparatus, or device. In the present disclosure, a computer-readable signal medium may include a data signal propagated in a baseband or as a part of a carrier wave, and a computer-readable program code is carried therein. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing. The computer-readable signal medium may also be any computer-readable medium other than the computer-readable storage medium. The computer-readable signal medium may send, propagate, or transmit the program for use by or in combination with the instruction execution system, apparatus, or device . The program code contained on the computer-readable medium can be transmitted by any suitable medium, including but not limited to: wire, optical cable, radio frequency (RF), etc., or any suitable combination of the foregoing.
在一些实施方式中,电子设备可以利用诸如HTTP(HyperText Transfer Protocol,超文本传输协议)之类的任何当前已知或未来研发的网络协议进行通信,并且可以与任意形式或介质的数字数据通信(例如,通信网络)互连。通 信网络的示例包括局域网(Local Area Network,LAN),广域网(Wide Area Network,WAN),网际网(例如,互联网)以及端对端网络(例如,ad hoc端对端网络),以及任何当前已知或未来研发的网络。In some embodiments, the electronic device can communicate with any currently known or future developed network protocol such as HTTP (HyperText Transfer Protocol), and can communicate with any form or medium of digital data ( For example, communication networks) are interconnected. Examples of communication networks include Local Area Network (LAN), Wide Area Network (WAN), the Internet (for example, the Internet), and end-to-end networks (for example, ad hoc end-to-end networks), and any currently available Know or develop a network in the future.
上述计算机可读介质可以是上述电子设备中所包含的;也可以是单独存在,而未装配入该电子设备中。The above-mentioned computer-readable medium may be included in the above-mentioned electronic device; or it may exist alone without being assembled into the electronic device.
上述计算机可读介质承载有一个或者多个程序,当上述一个或者多个程序被该电子设备执行时,使得该电子设备内部进程执行:在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括主播用户的直播间数据和/或主播粉丝喜好数据;将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The above-mentioned computer-readable medium carries one or more programs, and when the above-mentioned one or more programs are executed by the electronic device, the internal process of the electronic device is executed: in the process of broadcasting the user's live video, the live broadcast auxiliary data is obtained; The live broadcast auxiliary data includes the live room data of the anchor user and/or the fan preference data of the anchor; the live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
可以以一种或多种程序设计语言或其组合来编写用于执行本公开的操作的计算机程序代码,上述程序设计语言包括但不限于面向对象的程序设计语言—诸如Java、Smalltalk、C++,还包括常规的过程式程序设计语言—诸如“C”语言或类似的程序设计语言。程序代码可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络,包括LAN或WAN连接到用户计算机,或者,可以连接到外部计算机,例如利用因特网服务提供商来通过因特网连接。The computer program code used to perform the operations of the present disclosure may be written in one or more programming languages or a combination thereof. The above-mentioned programming languages include, but are not limited to, object-oriented programming languages such as Java, Smalltalk, C++, and Including conventional procedural programming languages-such as "C" language or similar programming languages. The program code can be executed entirely on the user's computer, partly on the user's computer, executed as an independent software package, partly on the user's computer and partly executed on a remote computer, or entirely executed on the remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any kind of network, including a LAN or WAN, or may be connected to an external computer, for example, using an Internet service provider to connect through the Internet.
附图中的流程图和框图,图示了按照本公开各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码的一部分,该模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flowcharts and block diagrams in the accompanying drawings illustrate the possible implementation architecture, functions, and operations of the system, method, and computer program product according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagram may represent a module, program segment, or part of code, and the module, program segment, or part of code contains one or more for realizing the specified logical function Executable instructions. It should also be noted that, in some alternative implementations, the functions marked in the block may also occur in a different order from the order marked in the drawings. For example, two blocks shown in succession can actually be executed substantially in parallel, and they can sometimes be executed in the reverse order, depending on the functions involved. It should also be noted that each block in the block diagram and/or flowchart, and the combination of the blocks in the block diagram and/or flowchart, can be implemented by a dedicated hardware-based system that performs the specified functions or operations Or it can be realized by a combination of dedicated hardware and computer instructions.
描述于本实施例中所涉及到的单元可以通过软件的方式实现,也可以通过硬件的方式来实现。其中,单元的名称在某种情况下并不构成对该单元本身的限定。The units involved in the description of this embodiment can be implemented in software or hardware. Among them, the name of the unit does not constitute a limitation on the unit itself under certain circumstances.
本文中以上描述的功能可以至少部分地由一个或多个硬件逻辑部件来执行。例如,非限制性地,可以使用的示范类型的硬件逻辑部件包括:现场可编程门阵列(Field Programmable Gate Array,FPGA)、专用集成电路(Application Specific Integrated Circuit,ASIC)、专用标准产品(Application Specific Standard Product,ASSP)、片上系统(System on a Chip,SOC)、复杂可编程逻辑设备(Complex Programmable Logic Device,CPLD)等等。The functions described hereinabove may be performed at least in part by one or more hardware logic components. For example, without limitation, exemplary types of hardware logic components that can be used include: Field Programmable Gate Array (FPGA), Application Specific Integrated Circuit (ASIC), and application specific standard products (Application Specific Standard Product, ASSP), System on a Chip (SOC), Complex Programmable Logic Device (CPLD), etc.
在本公开的上下文中,计算机可读介质可以是有形的介质,计算机可读介质可以包含或存储以供指令执行系统、装置或设备使用或与指令执行系统、装置或设备结合地使用的程序。根据本公开的一个或多个实施例提供的一种直播辅助数据的提供方法,该方法包括:In the context of the present disclosure, a computer-readable medium may be a tangible medium, and the computer-readable medium may contain or store a program for use by the instruction execution system, apparatus, or device or in combination with the instruction execution system, apparatus, or device. According to one or more embodiments of the present disclosure, a method for providing live broadcast auxiliary data is provided, the method including:
在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;During the live broadcast of the live video of the anchor user, the live broadcast auxiliary data is obtained; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and the anchor fan preference data;
将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
根据本公开的一个或多个实施例,上述方法中,当直播辅助数据为主播用户的直播间数据时,获取直播辅助数据,包括:According to one or more embodiments of the present disclosure, in the above method, when the live broadcast auxiliary data is the live room data of the host user, acquiring the live broadcast auxiliary data includes:
监测主播用户所在直播间的观看粉丝数量;Monitor the number of fans in the live broadcast room where the host user is located;
根据所述观看粉丝数量,确定观看粉丝数量变化情况;According to the number of watching fans, determine the change in the number of watching fans;
将以下至少之一作为主播用户的直播间数据:所述观看粉丝数量和观看粉丝数量变化情况。Use at least one of the following as the live room data of the host user: the number of watching fans and the change in the number of watching fans.
根据本公开的一个或多个实施例,上述方法中,根据所述观看粉丝数量,确定观看粉丝数量变化情况,包括:According to one or more embodiments of the present disclosure, in the above method, determining the change in the number of viewing fans according to the number of viewing fans includes:
根据所述观看粉丝数量,绘制观看粉丝数量的实时变化曲线图,作为观看粉丝数量变化情况。According to the number of viewing fans, a real-time change curve graph of the number of viewing fans is drawn as the change of the number of viewing fans.
根据本公开的一个或多个实施例,上述方法中,根据所述观看粉丝数量,确定观看粉丝数量变化情况,包括:According to one or more embodiments of the present disclosure, in the above method, determining the change in the number of viewing fans according to the number of viewing fans includes:
根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值;Determining the change value of the number of watching fans according to the number of watching fans at adjacent moments;
若所述变化值超出正常变化范围,则将所述变化值作为观看粉丝数量变化情况。If the change value exceeds the normal change range, then the change value is taken as the change in the number of watching fans.
根据本公开的一个或多个实施例,上述方法中,当直播辅助数据为主播用户的直播间数据时,获取直播辅助数据,包括:According to one or more embodiments of the present disclosure, in the above method, when the live broadcast auxiliary data is the live room data of the host user, acquiring the live broadcast auxiliary data includes:
对主播用户所在直播间的互动评论内容进行以下至少之一:文字识别和语义识别;确定关键词汇,所述关键词汇包括以下至少之一:评价词汇和喜好内容词汇;Perform at least one of the following on the interactive comment content of the live broadcast room where the host user is located: text recognition and semantic recognition; determine a keyword vocabulary, the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
根据所述关键词汇在所述互动评论内容中出现的频次,确定所述关键词汇的权重值;Determining the weight value of the keyword vocabulary according to the frequency of occurrence of the keyword vocabulary in the interactive review content;
将所述关键词汇及其权重值作为主播用户的直播间数据。The keyword vocabulary and its weight value are used as the live room data of the host user.
根据本公开的一个或多个实施例,上述方法中,当直播辅助数据为主播粉丝喜好数据时,获取直播辅助数据,包括:According to one or more embodiments of the present disclosure, in the above method, when the live broadcast auxiliary data is the main broadcast fan preference data, acquiring the live broadcast auxiliary data includes:
将主播用户粉丝的详情数据输入用户画像模型,得到所述主播用户粉丝的粉丝画像;Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan;
从所述粉丝画像中获取喜好特征数据;Acquiring preference feature data from the fan portrait;
从所述喜好特征数据中提取公共喜好特征数据作为主播粉丝喜好数据。The public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
根据本公开的一个或多个实施例,上述方法中,将主播用户粉丝的详情数据输入用户画像模型,包括:According to one or more embodiments of the present disclosure, in the above method, inputting detailed data of the anchor user's fans into the user portrait model includes:
判断主播用户粉丝的等级和消费情况至少之一是否满足高质量评判标准;Judge whether at least one of the ratings and consumption of the anchor users' fans meets the high-quality evaluation criteria;
将满足所述高质量评判标准的主播用户粉丝的详情数据输入用户画像模型。The detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
根据本公开的一个或多个实施例,上述方法中,获取直播辅助数据,包括:According to one or more embodiments of the present disclosure, in the above method, acquiring live broadcast auxiliary data includes:
获取直播平台辅助数据,所述直播平台辅助数据包括站内视频主题分布数 据、站内直播间粉丝数量情况和站内粉丝喜好数据中的至少一个。Acquire auxiliary data of the live broadcast platform, where the auxiliary data of the live broadcast platform includes at least one of the video topic distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
根据本公开的一个或多个实施例,上述方法中,在获取直播辅助数据之后,还包括:According to one or more embodiments of the present disclosure, in the above method, after obtaining the live broadcast auxiliary data, the method further includes:
根据所述直播辅助数据,预测直播收益。According to the live broadcast auxiliary data, the live broadcast income is predicted.
根据本公开的一个或多个实施例,上述方法中,将所述直播辅助数据发送至所述主播用户,包括:According to one or more embodiments of the present disclosure, in the above method, sending the live broadcast auxiliary data to the anchor user includes:
将所述直播辅助数据和预测直播收益发送至所述主播用户。Send the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user.
根据本公开的一个或多个实施例提供的一种直播辅助数据的提供装置,该装置包括:According to one or more embodiments of the present disclosure, a device for providing live broadcast auxiliary data is provided, which includes:
辅助数据获取模块,配置为在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;The auxiliary data obtaining module is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
辅助数据发送模块,配置为将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The auxiliary data sending module is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
根据本公开的一个或多个实施例,当直播辅助数据为主播用户的直播间数据时,上述装置中的所述辅助数据获取模块配置为:According to one or more embodiments of the present disclosure, when the live broadcast auxiliary data is the live room data of the host user, the auxiliary data acquisition module in the above-mentioned apparatus is configured to:
监测主播用户所在直播间的观看粉丝数量;Monitor the number of fans in the live broadcast room where the host user is located;
根据所述观看粉丝数量,确定观看粉丝数量变化情况;According to the number of watching fans, determine the change in the number of watching fans;
将所述观看粉丝数量和观看粉丝数量变化情况的至少之一作为主播用户的直播间数据。At least one of the number of viewing fans and the change of the number of viewing fans is used as the live room data of the anchor user.
根据本公开的一个或多个实施例,上述装置中的所述辅助数据获取模块在执行根据所述观看粉丝数量,确定观看粉丝数量变化情况时,配置为:According to one or more embodiments of the present disclosure, when the auxiliary data acquisition module in the above-mentioned device executes the determination of the change in the number of viewing fans according to the number of viewing fans, it is configured to:
根据所述观看粉丝数量,绘制观看粉丝数量的实时变化曲线图,作为观看粉丝数量变化情况。According to the number of viewing fans, a real-time change curve graph of the number of viewing fans is drawn as the change of the number of viewing fans.
根据本公开的一个或多个实施例,上述装置中的所述辅助数据获取模块在执行根据所述观看粉丝数量,确定观看粉丝数量变化情况时,还可以配置为:According to one or more embodiments of the present disclosure, when the auxiliary data acquisition module in the above-mentioned device executes the determination of the change in the number of viewing fans according to the number of viewing fans, it may also be configured as:
根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值;Determining the change value of the number of watching fans according to the number of watching fans at adjacent moments;
若所述变化值超出正常变化范围,则将所述变化值作为观看粉丝数量变化情况。If the change value exceeds the normal change range, then the change value is taken as the change in the number of watching fans.
根据本公开的一个或多个实施例,当直播辅助数据为主播用户的直播间数据时,上述装置中的所述辅助数据获取模块还配置为:According to one or more embodiments of the present disclosure, when the live broadcast auxiliary data is the live room data of the host user, the auxiliary data acquisition module in the above-mentioned apparatus is further configured to:
对主播用户所在直播间的互动评论内容进行以下至少之一:文字识别和语义识别;确定关键词汇,所述关键词汇包括以下至少之一:评价词汇和喜好内容词汇;Perform at least one of the following on the interactive comment content of the live broadcast room where the host user is located: text recognition and semantic recognition; determine a keyword vocabulary, the keyword vocabulary includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
根据所述关键词汇在所述互动评论内容中出现的频次,确定所述关键词汇的权重值;Determining the weight value of the keyword vocabulary according to the frequency of occurrence of the keyword vocabulary in the interactive review content;
将所述关键词汇及其权重值作为主播用户的直播间数据。The keyword vocabulary and its weight value are used as the live room data of the host user.
根据本公开的一个或多个实施例,当直播辅助数据为主播粉丝喜好数据时,上述装置中的所述辅助数据获取模块配置为:According to one or more embodiments of the present disclosure, when the live broadcast auxiliary data is the main broadcast fan preference data, the auxiliary data acquisition module in the above-mentioned device is configured to:
将主播用户粉丝的详情数据输入用户画像模型,得到所述主播用户粉丝的粉丝画像;Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan;
从所述粉丝画像中获取喜好特征数据;Acquiring preference feature data from the fan portrait;
从所述喜好特征数据中提取公共喜好特征数据作为主播粉丝喜好数据。The public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
根据本公开的一个或多个实施例,上述装置中的所述辅助数据获取模块在执行将主播用户粉丝的详情数据输入用户画像模型时,配置为:According to one or more embodiments of the present disclosure, when the auxiliary data acquisition module in the above-mentioned device executes inputting detailed data of the anchor user's fans into the user portrait model, it is configured to:
判断主播用户粉丝的等级和消费情况至少之一是否满足高质量评判标准;Judge whether at least one of the ratings and consumption of the anchor users' fans meets the high-quality evaluation criteria;
将满足所述高质量评判标准的主播用户粉丝的详情数据输入用户画像模型。The detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
根据本公开的一个或多个实施例,上述装置中的所述辅助数据获取模块还配置为:According to one or more embodiments of the present disclosure, the auxiliary data acquisition module in the above-mentioned device is further configured to:
获取直播平台辅助数据,所述直播平台辅助数据包括站内视频主题分布数据、站内直播间粉丝数量情况和站内粉丝喜好数据中的至少一个。Acquire auxiliary data of the live broadcast platform, where the auxiliary data of the live broadcast platform includes at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
根据本公开的一个或多个实施例,上述装置还包括:According to one or more embodiments of the present disclosure, the above-mentioned device further includes:
收益预测模块,配置为:根据所述直播辅助数据,预测直播收益The revenue prediction module is configured to: predict the revenue of the live broadcast according to the live broadcast auxiliary data
根据本公开的一个或多个实施例,上述装置中的所述辅助数据发送模块具体配置为:According to one or more embodiments of the present disclosure, the auxiliary data sending module in the above-mentioned device is specifically configured as follows:
将所述直播辅助数据和预测直播收益发送至所述主播用户。Send the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user.
根据本公开的一个或多个实施例提供的一种电子设备,该电子设备包括:According to an electronic device provided by one or more embodiments of the present disclosure, the electronic device includes:
一个或多个处理器;One or more processors;
存储器,配置为存储一个或多个程序;Memory, configured to store one or more programs;
当所述一个或多个程序被所述一个或多个处理器执行,使得所述一个或多个处理器实现如本公开任意实施例所述的直播辅助数据的提供方法。When the one or more programs are executed by the one or more processors, the one or more processors implement the method for providing live broadcast auxiliary data according to any embodiment of the present disclosure.
根据本公开的一个或多个实施例提供的一种可读介质,所述可读介质上存储有计算机程序,该程序被处理器执行时实现如本公开任意实施例所述的直播辅助数据的提供方法。According to a readable medium provided by one or more embodiments of the present disclosure, a computer program is stored on the readable medium, and when the program is executed by a processor, the live broadcast auxiliary data as described in any embodiment of the present disclosure is realized. Provide methods.
虽然采用特定次序描绘了各操作,但是这不应当理解为要求这些操作以所示出的特定次序或以顺序次序执行来执行。在一定环境下,多任务和并行处理可能是有利的。同样地,虽然在上面论述中包含了若干具体实现细节,但是这些不应当被解释为对本公开的范围的限制。在单独的实施例的上下文中描述的某些特征还可以组合地实现在单个实施例中。相反地,在单个实施例的上下文中描述的各种特征也可以单独地或以任何合适的子组合的方式实现在多个实施例中。Although the operations are depicted in a specific order, this should not be understood as requiring these operations to be performed in the specific order shown or performed in a sequential order. Under certain circumstances, multitasking and parallel processing may be advantageous. Likewise, although several specific implementation details are included in the above discussion, these should not be construed as limiting the scope of the present disclosure. Certain features that are described in the context of separate embodiments can also be implemented in combination in a single embodiment. Conversely, various features described in the context of a single embodiment can also be implemented in multiple embodiments individually or in any suitable subcombination.

Claims (13)

  1. 一种直播辅助数据的提供方法,其中包括:A method for providing live broadcast auxiliary data, including:
    在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;During the live broadcast of the live video of the anchor user, the live broadcast auxiliary data is obtained; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and the anchor fan preference data;
    将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The live broadcast auxiliary data is sent to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  2. 根据权利要求1所述的方法,其中,当直播辅助数据为主播用户的直播间数据时,获取直播辅助数据,包括:The method according to claim 1, wherein when the live broadcast auxiliary data is the live room data of the host user, acquiring the live broadcast auxiliary data comprises:
    监测主播用户所在直播间的观看粉丝数量;Monitor the number of fans in the live broadcast room where the host user is located;
    根据所述观看粉丝数量,确定观看粉丝数量变化情况;According to the number of watching fans, determine the change in the number of watching fans;
    将以下至少之一作为主播用户的直播间数据:所述观看粉丝数量、观看粉丝数量变化情况。At least one of the following is used as the live room data of the host user: the number of watching fans and the change in the number of watching fans.
  3. 根据权利要求2所述的方法,其中,根据所述观看粉丝数量,确定观看粉丝数量变化情况,包括:The method according to claim 2, wherein determining the change in the number of viewing fans according to the number of viewing fans comprises:
    根据所述观看粉丝数量,绘制观看粉丝数量的实时变化曲线图,作为观看粉丝数量变化情况。According to the number of viewing fans, a real-time change curve graph of the number of viewing fans is drawn as the change of the number of viewing fans.
  4. 根据权利要求2所述的方法,其中,根据所述观看粉丝数量,确定观看粉丝数量变化情况,包括:The method according to claim 2, wherein determining the change in the number of viewing fans according to the number of viewing fans comprises:
    根据相邻时刻的观看粉丝数量,确定所述观看粉丝数量的变化值;Determining the change value of the number of watching fans according to the number of watching fans at adjacent moments;
    若所述变化值超出正常变化范围,则将所述变化值作为观看粉丝数量变化情况。If the change value exceeds the normal change range, then the change value is taken as the change in the number of watching fans.
  5. 根据权利要求1至4任一所述的方法,其中,当直播辅助数据为主播用户的直播间数据时,获取直播辅助数据,包括:The method according to any one of claims 1 to 4, wherein, when the live broadcast auxiliary data is the live room data of the host user, acquiring the live broadcast auxiliary data includes:
    对所述主播用户所在直播间的互动评论内容进行以下至少之一:文字识别和语义识别;Perform at least one of the following on the interactive comment content of the live broadcast room where the host user is located: text recognition and semantic recognition;
    确定关键词汇,所述关键词汇包括以下至少之一:评价词汇和喜好内容词汇;Determine a keyword vocabulary, which includes at least one of the following: evaluation vocabulary and favorite content vocabulary;
    根据所述关键词汇在所述互动评论内容中出现的频次,确定所述关键词汇的权重值;Determining the weight value of the keyword vocabulary according to the frequency of occurrence of the keyword vocabulary in the interactive review content;
    将所述关键词汇及所述关键词汇的权重值作为所述主播用户的直播间数据。The keyword vocabulary and the weight value of the keyword vocabulary are used as the live room data of the host user.
  6. 根据权利要求1所述的方法,其中,当直播辅助数据为主播粉丝喜好数据时,获取直播辅助数据,包括:The method according to claim 1, wherein when the live broadcast auxiliary data is the main broadcast fan preference data, acquiring the live broadcast auxiliary data comprises:
    将主播用户粉丝的详情数据输入用户画像模型,得到所述主播用户粉丝的粉丝画像;Input the detailed data of the anchor user's fan into the user portrait model to obtain the fan portrait of the anchor user's fan;
    从所述粉丝画像中获取喜好特征数据;Acquiring preference feature data from the fan portrait;
    从所述喜好特征数据中提取公共喜好特征数据作为主播粉丝喜好数据。The public preference characteristic data is extracted from the preference characteristic data as the anchor fan preference data.
  7. 根据权利要求6所述的方法,其中,将主播用户粉丝的详情数据输入用户画像模型,包括:The method according to claim 6, wherein inputting detailed data of the anchor user's fans into the user portrait model comprises:
    判断主播用户粉丝的等级和消费情况至少之一是否满足高质量评判标准;Judge whether at least one of the ratings and consumption of the anchor users' fans meets the high-quality evaluation criteria;
    将满足所述高质量评判标准的主播用户粉丝的详情数据输入用户画像模型。The detailed data of the anchor user fans that meet the high-quality evaluation criteria are input into the user portrait model.
  8. 根据权利要求1至7任一所述的方法,其中,获取直播辅助数据,还包括:The method according to any one of claims 1 to 7, wherein obtaining live broadcast auxiliary data further comprises:
    获取直播平台辅助数据,所述直播平台辅助数据包括站内视频主题分布数据、站内直播间粉丝数量情况和站内粉丝喜好数据中的至少一个。Acquire auxiliary data of the live broadcast platform, where the auxiliary data of the live broadcast platform includes at least one of the video theme distribution data in the station, the number of fans in the live broadcast room, and the fan preference data in the station.
  9. 根据权利要求1至8任一项所述的方法,其中,在获取直播辅助数据之后,还包括:The method according to any one of claims 1 to 8, wherein after obtaining the live broadcast auxiliary data, the method further comprises:
    根据所述直播辅助数据,预测直播收益。According to the live broadcast auxiliary data, the live broadcast income is predicted.
  10. 根据权利要求9所述的方法,其中,将所述直播辅助数据发送至所述主播用户,包括:The method according to claim 9, wherein sending the live broadcast auxiliary data to the host user comprises:
    将所述直播辅助数据和所述预测直播收益发送至所述主播用户。Sending the live broadcast auxiliary data and the predicted live broadcast revenue to the anchor user.
  11. 一种直播辅助数据的提供装置,包括:A device for providing live broadcast auxiliary data includes:
    辅助数据获取模块,配置为在主播用户直播视频的过程中,获取直播辅助数据;所述直播辅助数据包括以下至少之一:主播用户的直播间数据和主播粉丝喜好数据;The auxiliary data obtaining module is configured to obtain live broadcast auxiliary data during the live broadcast of the live video of the anchor user; the live broadcast auxiliary data includes at least one of the following: live room data of the anchor user and preference data of the anchor fans;
    辅助数据发送模块,配置为将所述直播辅助数据发送至所述主播用户,以使所述主播用户依据所述直播辅助数据优化当前直播视频内容。The auxiliary data sending module is configured to send the live broadcast auxiliary data to the anchor user, so that the anchor user optimizes the current live video content according to the live broadcast auxiliary data.
  12. 一种电子设备,包括:An electronic device including:
    一个或多个处理器;One or more processors;
    存储器,配置为存储一个或多个程序;Memory, configured to store one or more programs;
    当所述一个或多个程序被所述一个或多个处理器执行,使得所述一个或多个处理器实现如权利要求1-10中任一所述的直播辅助数据的提供方法。When the one or more programs are executed by the one or more processors, the one or more processors realize the method for providing live broadcast auxiliary data according to any one of claims 1-10.
  13. 一种可读介质,所述可读介质上存储有计算机程序,其中,该程序被处理器执行时实现如权利要求1-10中任一所述的直播辅助数据的提供方法。A readable medium on which a computer program is stored, wherein when the program is executed by a processor, the method for providing live broadcast auxiliary data according to any one of claims 1-10 is realized.
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CN115604501A (en) * 2022-11-28 2023-01-13 广州钛动科技有限公司(Cn) Internet advertisement live broadcasting system and method
CN115866284B (en) * 2022-11-28 2023-09-01 珠海南方数字娱乐公共服务中心 Product information live broadcast management system and method based on virtual reality technology
CN115604501B (en) * 2022-11-28 2023-04-07 广州钛动科技股份有限公司 Internet advertisement live broadcasting system and method
CN115866284A (en) * 2022-11-28 2023-03-28 珠海南方数字娱乐公共服务中心 Product information live broadcast management system and method based on virtual reality technology
CN117319758A (en) * 2023-10-13 2023-12-29 南京霍巴信息科技有限公司 Live broadcast method and live broadcast system based on cloud platform
CN117319758B (en) * 2023-10-13 2024-03-12 南京霍巴信息科技有限公司 Live broadcast method and live broadcast system based on cloud platform

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